Back

Lidar

Lidar Scanning Explained

If you are unfamiliar with Lidars, this article will give you a basic understanding of the technology. This article will discuss the basics of Lidar scanning, including Solid state Lidar, Rotating Lidar, and Pointcloud. Lidar scanning has many advantages over traditional laser range-finders, and its use in construction is proving to be more practical than ever. Read on for more information. We've broken down the differences between Lidars and traditional laser range-finders, and what makes them so useful.

Everything you want to know about Lidars

A lidar scan is used to measure the distance between two points. Lidar technology has a number of advantages over other scanning technologies. For one, lidar gives the vehicle's computer a bird's eye view of the environment, rather than the traditional driver's view. In addition, lidar is capable of looking at all sides of the car and the road, as well as the surrounding traffic. Unlike other scanning technologies, lidar is a central sensor and small, inexpensive cameras are added for redundancy.

Because light is shorter than radio waves, it can provide more detailed images. In addition, LiDAR can infer the shape of an object, as well as its speed and orientation. In this way, it has a high degree of versatility. Lidar is often used in military and other environments that require precise location information. Here are some tips for working with lidar. If you're interested in learning more about lidar, read on.

Rotating Lidar

The basic principle of rotating lidar scanning is the same as that of terrestrial laser ranging. The light reflected by the land surface is directed through a rotating mirror, which progressively views different positions on the ground during a scan cycle. This incident light is diverted through scanner optics and split into several spectral beams. These multispectral beams are then sampled by a group of CCDs at regular intervals.

One major difference between solid state and rotating lidar scanning is the field of view. Solid state lidars have a field of view of 120 degrees, while rotating lidars cover 360 degrees. This rotating method puts more power into each laser pulse, while solid state lidars typically require four units to cover the same area. But the spinning lidar design has some distinct advantages. One advantage is its high sensitivity. This sensitivity means it is much easier to detect the return flashes of the laser.

Solid state Lidar

For better spatial resolution, solid-state lidar has many advantages over electromechanical systems. To find out why it's better, we've examined several methods of solid-state lidar scanning. These methods use optical phased arrays, which are composed of several individual light-wave elements whose phases are shifted. To achieve high-performance, these systems typically require large antennas. But their power consumption and size limit their field of view and resolution.

One approach is known as sequential flashing. The sequential flashing method is used to scan the environment row by row. The result is thousands of measurements per second. Solid-state lidar technology, on the other hand, uses semiconductor elements to eliminate moving parts and lag time. It's effective in all lighting conditions. As a result, solid-state lidar systems can be used in industrial applications and autonomous driving. It's also very reliable in all types of environments.

Pointcloud

A point cloud is a 3D model that is formed from individual scans. These data are then stitched together to create a full 3D model. The data can be used for internal and external elevations, as well as cross sections. The accuracy of these point clouds is unmatched, and you rarely have to return to a site. To learn more about the process, read this article. We'll talk about some of the advantages of this technology.

One of the primary benefits of a point cloud is that it provides raw spatial data. The data can be downloaded in an industry standard.e57 file format. You can also use a point cloud to create floor plans. These floor plans are useful for building owners and designers, because they can compare the "as is" condition of a building with its intended design. With these point clouds, you can see exactly what needs to be done, and you can make any necessary changes or additions.

Slam

SLAM Lidar scanners are handheld and non-static sensors that capture the exact features of an ENR2 building. They capture the exact dimensions and features of a building, including the entire interior and exterior of the structure. This technology reduces downtime and improves the speed of data conversion to CAD and BIM. SLAM scanning can also be used to detect potential safety hazards, such as faulty wiring. To learn more about the benefits of Slam Lidar scanning, download a free eBook.

The Simultaneous Localization And Mapping (SLAM) algorithm is implemented on a series of collected lidar scans. It builds a pose graph from the scans and then recognizes previously-visited areas. SLAM can also establish loop closures along the robot's moving path. The algorithm then uses this information to update the map and modify the estimated trajectory of the robot. A higher loop closure threshold reduces the chance of false positives.

Applications and Costs of LiDAR Mapping

LIDAR mapping has a number of applications, including autonomous vehicles. LIDAR systems make millions of measurements at once and can convert this data into maps, as explained above. But before you begin planning your next big project, you should have a clear idea of the costs involved.

Applications of lidar mapping

Applications of lidar mapping include land classification, environmental assessment, flood and stream line delineation, urban planning, and coastal engineering. It is also used for tunnel surveying. The data collected from lidar surveys is used in GIS software for a variety of applications, including land-use planning. It provides information on vegetation and soil conditions, which are vital for water-related activities such as dam construction and dam maintenance. It also helps in survey evaluation and volumetric estimation.

As the technology has a shorter wavelength, it can detect molecules in the environment. It has been used to guide cars and trucks to avoid collisions. It is also used in geology to determine subtle topographic features. LiDAR maps can help determine the volume of ore deposits and calculate forest biomass. This technology is also used for archeology. The method of reflective-surface lidar, in particular, improves urban planning.

The technology can also be used to identify roadside reflectors. Roadside reflectors may be hidden by foliage or other obstructions. Lidar can be used to detect them even if the weather is bad. Another application of lidar is in the measurement of canopy height models. It is a highly accurate method that can provide accurate information about trees and the border between them. The technology is used in mapping, surveying, and a variety of other applications.

Agricultural applications of lidar mapping include crop analysis. Lidar can help determine whether a particular crop is growing well. It can also help predict crop growth and increase overall yields. Moreover, it helps tractors and combines navigate more accurately. Furthermore, lidar can help with forestry by determining the vertical structure of forest canopy. It can measure canopy bulk density and base height, and estimate root spread. This technology can help farmers in estimating crop yields, while decreasing the risk of accidents and mishaps.

Agricultural and energy infrastructure projects are another application of lidar data. The high-resolution data acquired from lidar is crucial for assessing the risk of natural hazards to the infrastructure. The Federal Energy Regulatory Commission, which regulates the interstate transmission of energy, also uses enhanced elevation data. The USGS 3DEP initiative acquires high-resolution lidar data and avoids costly elevation data. The USGS 3DEP initiative is a major example of the applications of lidar mapping.

Techniques

Lidar mapping uses laser pulses to measure the ground and create 3-D point clouds. The data is aligned with the rig's location information and processed by software. Results are produced in weeks, compared to months for traditional ground-based mapping methods. A high-quality GPS INS system can pinpoint location within centimeters. A cheap GPS unit may be off by a few meters. The good ones can cost tens of thousands of dollars.

LiDAR technology works in a similar manner to sonar and radar. In order to determine the exact position of objects, light waves from a laser are reflected. These reflected pulses are recorded in an airplane receiver. They can be received in single or multiple returns. This technology can help scientists measure the distance to objects and assess the relative location of things. Using this method, researchers can measure the depth of rocks and detect hidden underground infrastructure.

Lidar is a powerful tool for geophysical and structural geology applications. With the right instrument, lidar can be used to determine ground elevation, enabling the detection of speeding drivers in freeway traffic. Airborne lidar can also measure bareearth surface features. Combined with GPS-monitored aircraft, it can produce highly accurate 3-D maps. In addition, airborne lidar can map coastal regions and landforms. In addition to accurate elevation maps, lidar data can be used for the development of many analytical products, including terrain analysis, building surveying, and geospatial mapping.

Techniques for lidar mapping utilize two lasers to measure the surface elevation of land, and then subtract the height of trees, buildings, and bare ground to create a topographical map. Lidar data provides a rich source of information for foresters. Research groups in the field of lidar forestry have confirmed and validated his findings. This data also helps researchers create topographical maps. In some cases, lidar is used to map Mayan structures.

Lidar maps can detect vegetation, roadside reflectors, and street furniture. LiDAR mapping is especially useful for mapping flood-prone areas. LiDAR data can also be used to analyze drainage systems. With lidar, the surface can be mapped, and drainage structures can be easily identified and analyzed. Lidar mapping can provide valuable detail for a modified terrain, such as land that has been subject to erosion.

Cost

The cost of lidar mapping is relatively high, ranging from USD400 to more than USD600 per square mile. The Portland Bureau of Planning and Sustainability has been unable to afford the cost of the mapping project, but plans to do so as soon as money becomes available. However, interested parties can purchase LIDAR maps from the Oregon Department of Geology and Mineral Industries for as little as USD15 a CD. It is also possible to contact individual cities to request LIDAR maps of their area.

The main product of a LiDAR survey is a 3D point cloud. The density of the point cloud is dependent on several factors, including the sensor's characteristics and flight parameters. The scanner's oscillates at a fixed rate, while the flight speed and altitude vary. Different use cases require different parameters for the point cloud. Some use cases require higher densities than others. If a point cloud is required for a specific project, the costs of LiDAR mapping can be considerably lower than those of other services.

Regardless of the application, LiDAR mapping can be expensive. While photogrammetry is a much more affordable solution, it lacks the accuracy and convenience of lidar. However, many customers are exploring the cost of lidar mapping. For example, photogrammetry can't penetrate dense foliage and save time, whereas lidar is able to map in these spaces. This makes it an appealing alternative to photogrammetry for mapping projects that require accurate data.

Whether or not aerial LiDAR is right for your project depends on the size of the area to be surveyed. In the case of small areas, SfM from a UAV is cheaper than aerial LiDAR, but this doesn't provide ground penetration in dense vegetation. Aerial LiDAR requires a high amount of infrastructure to bring it to the location. Although doubling the area flown will increase the cost of aerial LiDAR, it is possible to get an even higher degree of accuracy.

While LiDAR is generally more expensive than photogrammetry, it is the most accurate method for certain kinds of projects. LiDAR is especially useful for mapping dense vegetation or large areas of trees. Unlike photogrammetry, it can see through objects on the ground, including cables and wires. LiDAR is also ideal for watershed-scale surveys. There are also some drawbacks to the method. LiDAR can only be used on areas with more than 60% vegetation.

Accuracy

In assessing the accuracy of LiDAR mapping, the data collected from a lift will be subjected to a preliminary review. This will identify missing data or any gaps between flight lines. The data will then be processed by the Geo-positioning team to ensure it is complete and uncorrupted. If all internal QA/QC procedures have been met, Fugro will accept the data collected from one lift. The project manager will then inform the RCMPO team that the data is fit to use.

In addition to mapping features, LiDAR is also used for photogrammetry. This technique uses pulses of light from a laser beam to measure distance. The LiDAR data collected can be interpreted in a variety of ways, including infrared, ultraviolet, and visible spectrums. Modern LiDAR systems offer high data rates and 360-degree visibility. Unmanned aerial LiDAR systems save both time and money over manned surveying.

Resources (open source)

Back to Hub

#
code
description / paper / conference
language
framework
license
tags
1
OpenSimpleLiDAR
28/03/2017
this week
Open Source scanning laser rangefinder
C
diy laser ros stm32 triangulation
2
Awesome data labeling
19/06/2019
this week
A curated list of awesome data labeling tools
3d-annotation annotation annotation-tool audio-annotation audio-annotation-tool awesome awesome-list bounding-box data-labeling neural-networks image-annotation image-labeling image-labeling-tool label-images label-videos labeling labeling-tool semantic-segmentation video-annotation
3
Awesome robotic tooling
24/10/2019
this week
Tooling for professional robotic development in C++ and Python with a touch of ROS, autonomous driving and aerospace.
Python
aerospace neural-networks automotive autonomous-driving awesome awesome-list c++ mapping point-cloud robotics ros ros2 self-driving-car slam
4
GAAS
29/01/2019
this week
GAAS is an open source program designed for fully autonomous VTOL(a.K.A flying cars) and drones. GAAS stands for Generalized Autonomy Aviation System.
C++
autonomous autonomous-driving autonomous-quadcoptor autonomous-vehicles aviation drone drones e-vtol evtol flight flight-controller flying-car hd-map uav vtol
5
LEGO LOAM
05/07/2018
this week
LEGO LOAM: Lightweight and Ground Optimized LiDAR Odometry and Mapping on Variable Terrain
C++
gtsam ieee imu iros isam jackal lidar-odometry loam mapping odometry ros slam ugv velodyne
6
LOAM Velodyne
04/02/2016
this week
Laser Odometry and Mapping (LOAM) is a realtime method for state estimation and mapping using a 3D LiDAR.
C++
Other
3d computer-vision loam loam-velodyne mapping pcl point-cloud ros slam velodyne
7
A LOAM
06/03/2019
this week
Advanced implementation of LOAM
C++
Other
loam slam
8
Hdl graph SLAM
01/01/2018
this week
3D LiDAR based Graph SLAM
C++
hdl-graph-slam point-cloud ros rslidar slam velodyne
9
Libpointmatcher
18/01/2011
1 week ago
An "Iterative Closest Point" library for 2 D/3 D mapping in Robotics
C++
libnabo libpointmatcher point-cloud robotics ubuntu
10
 LiDAR Camera Calibration using 3D 3D Point correspondences  Kunal Chelani, Vishnu Radhakrishnan, K. M. Krishna, Ankit Dhall
With the advent of autonomous vehicles, LiDAR and cameras have become anindispensable combination of sensors. They both provide rich and complementarydata which can be used by various algorithms and machine...
homepage
C++
point-cloud aruco-markers calibration camera camera-calibration camera-frame data-fusion hesai lidar-camera-calibration lidar-frame ros ros-kinetic ros-melodic stereo-cameras velodyne
11
Complex YOLOv4 Pytorch
04/07/2020
this week
The Pytorch Implementation based on YOLOv4 of the paper: "Complex YOLO: Real time 3D Object Detection on Point Clouds"
Python
3d-object-detection complex-yolo data-parallel-computing giou lidar-point-cloud mish mosaic multiprocessing object-detection real-time rotated-boxes rotated-boxes-iou yolov4
12
Depth clustering
21/11/2016
this week
Taxi: Fast and robust clustering of point clouds generated with a Velodyne sensor.
C++
catkin clustering depth depth-clustering depth-image fast pcl point-cloud range range-image real-time robotics ros segmentation velodyne velodyne-sensor
13
 Pseudo LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving  Bharath Hariharan, Wei-Lun Chao, Divyansh Garg, Kilian Q. Weinberger, Yan Wang, Mark Campbell
3D object detection is an essential task in autonomous driving. Recent techniques excel with highly accurate detection rates, provided the 3D input data is obtained from precise but expensive LiDAR technology...
conference
homepage
Jupyter
Pytorch
14
Open3D ML
02/07/2020
this week
An extension of Open3D to address 3D Machine Learning tasks
Python
Pytorch
Tensorflow
Other
3d-object-detection 3d-perception datasets object-detection pretrained-models rgbd semantic-segmentation visualization
15
Onboard SDK
07/06/2015
this week
DJI Onboard SDK Official Repository
C++
Other
camera collision-avoidance dji dji-sdk drone flight-controller onboard-sdk robotics sensors trajectory-optimization uav
16
LOAM NOTED
08/04/2018
this week
LOAM code noted in ChineseLOAM
C++
loam loam-velodyne mapping notes odometry pcl point-cloud slam velodyne
17
 RangeNet++: Fast and Accurate LiDAR Semantic Segmentation  Jens Behley, Ignacio Vizzo, Cyrill Stachniss, Andres Milioto
Perception in autonomous vehicles is often carried out through a suite of different sensing modalities. Given the massive amount of openly available labeled RGB data and the advent of high-quality deep...
homepage
Python
Pytorch
dataset neural-networks ptcl segmentation semantic
18
OpenTOFLiDAR
31/12/2019
1 week ago
Open Source TOF LiDAR
C
diy rangefinder stm32 tdc tof
19
Semantic suma
26/07/2019
this week
SuMa++: Efficient LiDAR based Semantic SLAM (Chen et al IROS 2019)
C++
3d-lidar rangenet-lib semantic slam suma suma-plus-plus
20
Superpoint graph
22/11/2017
1 week ago
Large scale Point Cloud Semantic Segmentation with Superpoint Graphs
Python
Pytorch
clustering large-scale partition ply-files point-cloud segmentation semantic semantic-segmentation superpoint-graphs
21
LiDAR For AD references
03/06/2018
this week
A list of references on LiDAR point cloud processing for autonomous driving
autonomous-driving clustering lidar-point-cloud obstacle-detection simulator
22
SC LEGO LOAM
07/04/2020
1 week ago
LiDAR SLAM: Scan Context + LEGO LOAM
C++
gtsam iros lidar-slam loam loop mapping mulran-dataset odometry place-recognition point-cloud slam
23
Interactive SLAM
08/10/2019
this week
Interactive Map Correction for 3D Graph SLAM
C++
gui hdl-graph-slam point-cloud ros slam velodyne
24
ICRA 2019 "Self supervised Sparse to Dense: Self supervised Depth Completion from LiDAR and Monocular Camera"
Python
Pytorch
computer-vision neural-networks depth-completion depth-estimation depth-prediction kitti-dataset self-supervised-learning
25
Object (e.G Pedestrian, vehicles) tracking by Extended Kalman Filter (EKF), with fused data from both LiDAR and radar sensors.
C++
extended-kalman-filters radar
26
LiDAR align
24/10/2016
this week
A simple method for finding the extrinsic calibration between a 3D LiDAR and a 6 dof pose sensor
C++
27
Pptk
11/07/2018
this week
The Point Processing Toolkit (pptk) is a Python package for visualizing and processing 2 d/3 d point clouds.
C++
3-d gps-data graphics-3d kd-tree octree point-cloud visualization
28
Hdl localization
19/01/2018
this week
Real time 3D localization using a (Velodyne) 3D LiDAR
C++
localization real-time ros velodyne
29
Dynamic robot localization
26/02/2014
1 week ago
Point cloud registration pipeline for robot localization and 3D perception
C++
3d-perception icp localization mapping ndt pcl point-cloud-registration robot-localization robotics scan-matching tracking
30
 Pseudo LiDAR++: Accurate Depth for 3D Object Detection in Autonomous Driving  Mark Campbell, Wei-Lun Chao, Divyansh Garg, Kilian Q. Weinberger, Yurong You, Yan Wang, Geoff Pleiss, Bharath Hariharan
Detecting objects such as cars and pedestrians in 3D plays an indispensable role in autonomous driving. Existing approaches largely rely on expensive LiDAR sensors for accurate depth information. While...
conference
Python
Pytorch
31
 Targetless Calibration of LiDAR IMU System Based on Continuous time Batch Estimation  Yong liu, Jiajun Lv, Xingxing Zuo, Jinhong Xu, Kewei Hu
Sensor calibration is the fundamental block for a multi-sensor fusion system. This paper presents an accurate and repeatable LiDAR-IMU calibration method (termed LI-Calib), to calibrate the 6-DOF extrinsic...
C++
32
OverlapNet
12/05/2020
this week
OverlapNet Loop Closing for 3D LiDAR based SLAM (chen2020rss)
Python
3d-lidar loop-closing loop-closure-detection slam
33
LINS LiDAR inertial SLAM
05/05/2020
this week
A LiDAR Inertial State Estimator for Robust and Efficient Navigation based on iterated error state Kalman filter
C++
34
NaveGo
11/09/2013
this week
NaveGo: an open source MATLAB/GNU Octave toolbox for processing integrated navigation systems and performing inertial sensors analysis.
Matlab
Other
allan-variance gnss gnss-systems gnu-octave gnu-octave-toolbox gps imu inertial-sensors integrated-navigation lidar-slam matlab-toolbox navego navigation sensors-simulation simulation-framework
35
Spvnas
24/08/2020
this week
[ECCV 2020] Searching Efficient 3D Architectures with Sparse Point Voxel Convolution
Python
Pytorch
neural-networks architecture-search computer-vision efficiency point-cloud semantickitti
36
LidR
17/02/2016
1 week ago
Airborne LiDAR data manipulation and visualisation for forestry application
R
als forestry las laz point-cloud
37
3Dfier
27/08/2015
this week
The open source tool for creating 3D models
C++
3d 3dgis citygml cityjson gis laz yaml-cpp
38
Sparse Depth Completion
27/01/2019
this week
Predict dense depth maps from sparse and noisy LiDAR frames guided by RGB images. (Ranked 1st place on KITTI)
Python
Pytorch
Other
computer-vision neural-networks depth-completion depth-prediction kitti noisy-data sensor-fusion
39
Livox SDK
03/01/2019
this week
Drivers for receiving LiDAR data and more
C++
Other
livox-sdk mid-100 mid-40
40
FileToVox
28/09/2018
1 week ago
Tool for convert files into Magicavoxel file
C#
lidar-point-cloud magicavoxel minecraft ply qubicle region schematic terrain vox-file voxels xyz
41
Ssl SLAM2
18/02/2021
this week
SSL SLAM2: Lightweight 3 D Localization and Mapping for Solid State LiDAR (mapping and localization separated) ICRA 2021
C++
robotics slam
42
LiDAR camera calibration
16/01/2019
this week
Light weight camera LiDAR calibration package for ROS using OpenCV and PCL (PnP + LM optimization)
Python
Opencv
camera-calibration camera-lidar-calibration extrinsic-calibration extrinsic-parameters intrinsic-parameters lidar-camera-calibration pcl point-cloud ros ros-kinetic
43
3D CNN Tensorflow
03/04/2017
1 month ago
KITTI data processing and 3D CNN for Vehicle Detection
Python
Tensorflow
convolutional-neural-networks neural-networks kitti-dataset point-cloud vehicle-detection
44
PCLpy
03/04/2018
this week
Python bindings for the Point Cloud Library (PCL)
Python
computer-vision pcl point-cloud
45
ILCC
28/06/2017
1 month ago
Intensity based LiDAR Camera Calibration
Python
calibration camera intensity lidar-camera-calibration lidar-point-cloud panoramic perspective-camera reflectance segmentation
46
 Moving Object Segmentation in 3D LiDAR Data: A Learning based Approach Exploiting Sequential Data
The ability to detect and segment moving objects in a scene is essential for building consistent maps, making future state predictions, avoiding collisions, and planning. In this paper, we address the...

 Multi scale Interaction for Real time LiDAR Data Segmentation on an Embedded Platform  Dengxin Dai, Yun Liu, Xieyuanli Chen, Shijie Li, Juergen Gall, Cyrill Stachniss
Real-time semantic segmentation of LiDAR data is crucial for autonomously driving vehicles, which are usually equipped with an embedded platform and have limited computational resources. Approaches that...
Python
Pytorch
neural-networks lidar-slam mapping moving-object-segmentation point-cloud segmentation slam
47
VeloView
15/01/2015
1 month ago
VeloView performs real time visualization and easy processing of live captured 3D LiDAR data from Velodyne sensors (Alpha Prime, Puck, Ultra Puck, Puck Hi Res, Alpha Puck, Puck LITE, HDL 32, HDL 64E). Runs on Windows, Linux and MacOS. This repository is a mirror of https://gitlab.Kitware.Com/LiDARView/VeloView Velodyne.
C++
hdl lidar-camera-calibration lidar-data-manipulation lidar-measurements sensor-data sensor-streaming velodyne velodyne-hdl-sensors velodyne-sensor
48
ExampleOfiOSLiDAR
07/01/2021
this week
Example Of iOS ARKit LiDAR
Swift
arkit depth-map ios
49
M LOAM
28/10/2020
this week
Robust Odometry and Mapping for Multi LiDAR Systems with Online Extrinsic Calibration
C++
calibration robotics slam
50
StaticMapping
07/08/2019
this week
Use LiDAR to map the static world
C++
gps icp imu lidar-point-cloud slam
51
Whitebox Python
07/06/2018
this week
WhiteboxTools Python Frontend
Python
geomorphology geomorphometry geoprocessing geospatial gis hydrology remote-sensing
52
DSP SLAM
25/10/2021
this week
[3DV 2021] DSP SLAM: Object Oriented SLAM with Deep Shape Priors
C++
3d-reconstruction kitti-dataset object-slam semantic-slam slam
53
PIXOR
14/02/2019
1 week ago
Pytorch Implementation of PIXOR
Python
neural-networks self-driving-car
54
 LiDAR R CNN: An Efficient and Universal 3D Object Detector  Naiyan Wang, Feng Wang, Zhichao Li
LiDAR-based 3D detection in point cloud is essential in the perception system of autonomous driving. In this paper, we present LiDAR R-CNN, a second stage detector that can generally improve any existing...
conference
Python
Pytorch
3d-detection lidar-detection waymo-open-dataset
55
Puma
25/03/2021
1 week ago
Poisson Surface Reconstruction for LiDAR Odometry and Mapping
Python
mapping odometry slam surface-reconstruction
56
SalsaNext
07/10/2019
this week
Uncertainty aware Semantic Segmentation of LiDAR Point Clouds for Autonomous Driving
Python
3d-lidar-data bayesian-network decoder encoder jaccard lidar-point-clouds semantic-segmentation semantickitti
57
PyICP SLAM
06/10/2019
1 week ago
Full Python LiDAR SLAM using ICP and Scan Context
Python
icp loop odometry place point-cloud recognition robotics scan slam
58
 Robust Place Recognition using an Imaging LiDAR  Daniela Rus, Carlo Ratti, Fabio Duarte, Brendan Englot, Tixiao Shan
We propose a methodology for robust, real-time place recognition using an imaging LiDAR, which yields image-quality high-resolution 3D point clouds. Utilizing the intensity readings of an imaging LiDAR,...
homepage
C++
Tensorflow
imaging-lidar lidar-odometry lio-sam loop-closure loop-detection ouster place-recognition
59
LibLAS
19/08/2011
2 weeks ago
C++ library and programs for reading and writing ASPRS LAS format with LiDAR data
C++
Python
Other
c-api file-format-library liblas library lidar-point-cloud point-cloud point-cloud-library point-cloud-processing programs
60
 Improvements to Target Based 3D LiDAR to Camera Calibration  Jiunn-Kai Huang, Jessy W. Grizzle
The homogeneous transformation between a LiDAR and monocular camera is required for sensor fusion tasks, such as SLAM. While determining such a transformation is not considered glamorous in any sense of...
homepage
 LiDARTag: A Real Time Fiducial Tag System for Point Clouds  Jessy W. Grizzle, Shoutian Wang, Jiunn-Kai Huang, Maani Ghaffari
Image-based fiducial markers are useful in problems such as object tracking in cluttered or textureless environments, camera (and multi-sensor) calibration tasks, and vision-based simultaneous localization...
homepage
Matlab
3d-lidar calibration calibration-toolbox camera-calibration camera-image camera-targets cassie cassie-ros extrinsic-calibration extrinsic-parameters lidar-image lidar-points lidar-targets lidar-vertices point-cloud robotics sensor-fusion transformation
61
Mola
05/11/2018
1 week ago
A Modular Optimization framework for Localization and mApping (MOLA)
Shell
computer-vision cxx cxx17 datasets graph-slam lidar-point-cloud localization mobile-robots slam toolkit visual-slam
62
Pi Self Driving Car
07/09/2017
1 week ago
3b
Python
Opencv
rasberry-pi ros-kinetic rviz self-driving-car sweep-sdk
63
UrbanNavDataset
28/06/2020
1 week ago
UrbanNav: anOpen Sourcing Localization Data Collected in Asian Urban Canyons, Including Tokyo and Hong Kong
camera dataset gnss imu localization positioning slam urban
64
Hdl people tracking
08/02/2018
this week
Real time people tracking using a 3D LiDAR
C++
human-detection person-tracking ros velodyne
65
 DeepLiDAR: Deep Surface Normal Guided Depth Prediction for Outdoor Scene from Sparse LiDAR Data and Single Color Image  Marc Pollefeys, Bing Zeng, yinda zhang, Zhaopeng Cui, Jiaxiong Qiu, Xingdi Zhang, Shuaicheng Liu
In this paper, we propose a deep learning architecture that produces accuratedense depth for the outdoor scene from a single color image and a sparse depth.Inspired by the indoor depth completion, our...
conference
Python
Pytorch
66
Awesome LiDAR
13/04/2020
this week
Awesome LiDAR list. The list includes LiDAR manufacturers, datasets, point cloud processing algorithms, point cloud frameworks and simulators.
3d 3d-lidar autonomous-driving awesome awesome-list obstacle-detection point-cloud simulator slam szenergy
67
IPadLiDARScanExport
09/04/2020
this week
Export an OBJ file of ARKit 3.5 iPad Pro LiDAR scans
Swift
arkit export ios ipad mesh obj scan scanner
68
Fusion ukf
18/04/2017
1 week ago
An unscented Kalman Filter implementation for fusing LiDAR and radar sensor measurements.
C++
kalman-filter radar self-driving-car udacity unscented-kalman-filter
69
Displaz
08/11/2012
1 month ago
A hackable LiDAR viewer
C++
Other
geospatial point-cloud
70
 Direct LiDAR Odometry: Fast Localization with Dense Point Clouds
Field robotics in perceptually-challenging environments require fast and accurate state estimation, but modern LiDAR sensors quickly overwhelm current odometry algorithms. To this end, this paper presents...
C++
localization mapping odometry robotics ros slam
71
Vision3D
07/01/2020
1 month ago
Research platform for 3D object detection in Pytorch.
Python
Pytorch
neural-networks autonomous-vehicles codebase detection object-detection perception point-cloud real-time voxels
72
Overlap localization
03/07/2020
2 weeks ago
Chen2020iros: Learning an Overlap based Observation Model for 3D LiDAR Localization.
Python
learning localization mcl monte-carlo
73
OpenLiDAR
22/05/2016
2 weeks ago
Open Hardware scanning triangulation laser rangefinder
C
laser rangefinder stm32 triangulation
74
Pandaset devkit
12/06/2019
this week
Jupyter
Other
cuboid-annotations devkit hacktoberfest lidar-point-clouds sensor-data
75
SC A LOAM
10/05/2021
this week
Robust LiDAR SLAM with a versatile plug and play loop closing and pose graph optimization.
C++
gps gtsam lidar-mapping lidar-slam livox-lidar loam localization mapping mulran-dataset odometry place-recognition point-cloud scancontext slam
76
TLOAM
26/12/2020
2 weeks ago
T LOAM: Truncated Least Squares LiDAR only Odometry and Mapping in Real Time
C++
feature-extraction odometry open3d squares-lidar
77
Pseudo LiDAR e2e
30/03/2020
this week
 End to End Pseudo LiDAR for Image Based 3D Object Detection  Wei-Lun Chao, Yan Wang, Divyansh Garg, Serge Belongie, Rui Qian, Kilian Q. Weinberger, Yurong You, Mark Campbell, Bharath Hariharan
Reliable and accurate 3D object detection is a necessity for safe autonomous driving. Although LiDAR sensors can provide accurate 3D point cloud estimates of the environment, they are also prohibitively...
conference

 PIXOR: Real time 3D Object Detection from Point Clouds  Bin Yang, Raquel Urtasun, Wenjie Luo
We address the problem of real-time 3D object detection from point clouds inthe context of autonomous driving. Computation speed is critical as detectionis a necessary component for safety. Existing approaches...
conference
Python
Pytorch
78
Lt mapper
28/06/2021
1 week ago
A Modular Framework for LiDAR based Lifelong Mapping
C++
change-detection mapping multi-session point-cloud slam
79
WhiteboxTools ArcGIS
07/02/2019
2 weeks ago
ArcGIS Python Toolbox for WhiteboxTools
Python
arcgis geomorphometry geoprocessing geospatial gis hydrology remote-sensing
80
 PolyLiDAR3D Fast Polygon Extraction from 3D Data  Ella Atkins, Jeremy Castagno
Flat surfaces captured by 3D point clouds are often used for localization, mapping, and modeling. Dense point cloud processing has high computation and memory costs making low-dimensional representations...
homepage
C++
concave concave-hull geometry mesh point-cloud polygon
81
ACSC
30/10/2020
this week
Automatic Calibration for Non repetitive Scanning Solid State LiDAR and Camera Systems
C++
autonomous-vehicles calibration lidar-camera-calibration livox livox-lidar sensorfusion solid-state-lidar
82
UrbanLoco
29/01/2020
this week
UrbanLoco: A Full Sensor Suite Dataset for Mapping and Localization in Urban Scenes
Python
autonomous-vehicles camera canyons dataset localization mapping slam urban
83
Lvio fusion
05/10/2020
this week
Lvio Fusion: A Self adaptive Multi sensor Fusion SLAM Framework Using Actor critic Method (IROS 2021)
C++
gps imu multisensor-fusion slam vio vslam
84
PyLiDAR SLAM
09/07/2021
this week
 What's in My LiDAR Odometry Toolbox?  François Goulette, Bastien Jacquet, Jean-Emmanuel Deschaud, Pierre Dellenbach
With the democratization of 3D LiDAR sensors, precise LiDAR odometries and SLAM are in high demand. New methods regularly appear, proposing solutions ranging from small variations in classical algorithms...
Python
Pytorch
85
 Simulation based LiDAR Super resolution for Ground Vehicles  Paul Szenher, Fanfei Chen, Tixiao Shan, Jinkun Wang, Brendan Englot
We propose a methodology for LiDAR super-resolution with ground vehicles driving on roadways, which relies completely on a driving simulator to enhance, via deep learning, the apparent resolution of a...
homepage
Python
Tensorflow
86
Range mcl
11/03/2021
this week
Range Image based LiDAR Localization for Autonomous Vehicles Using Mesh Maps (chen2021icra)
Python
Other
3d-lidar localization mcl mesh range-image
87
 LiDARTag: A Real Time Fiducial Tag System for Point Clouds  Jessy W. Grizzle, Shoutian Wang, Jiunn-Kai Huang, Maani Ghaffari
Image-based fiducial markers are useful in problems such as object tracking in cluttered or textureless environments, camera (and multi-sensor) calibration tasks, and vision-based simultaneous localization...
homepage
C++
calibration cassie detection extrinsic-calibration fiducial-marker fiducial-markers lidar-targets markers point-cloud robotics tags
88
LiDARSLAM ros2
29/01/2020
this week
ROS2 package of 3D LiDAR SLAM using ndt/GICP registration and pose optimization
C++
g2o icp localization mapping ndt ros2 slam
89
LiDAR
14/05/2018
1 week ago
A Python package for delineating nested surface depressions from digital elevation data.
Python
digital-elevation-model gis hydrological image-processing remote-sensing terrain-analysis
90
Urban road filter
07/06/2021
this week
Real time LiDAR based Urban Road and Sidewalk detection for Autonomous Vehicles
C++
autonomous-driving filter lidar-filter point-cloud road-segmentation ros self-driving-car shell-eco-marathon szenergy
91
 Monocular 3D Object Detection with Pseudo LiDAR Point Cloud  Kris Kitani, Xinshuo Weng
Monocular 3D scene understanding tasks, such as object size estimation, heading angle estimation and 3D localization, is challenging. Successful modern day methods for 3D scene understanding require the...
Pytorch
92
Patchwork
17/06/2021
this week
Official page of Patchwork (RA L'21 w/ IROS'21)
C++
autonomous-driving ground-estimation ground-estimator ground-segmentation ros
93
 Optimising the selection of samples for robust LiDAR camera calibration  Eduardo Nebot, Anton Lohr, Mao Shan, Stewart Worrall, Darren Tsai
We propose a robust calibration pipeline that optimises the selection of calibration samples for the estimation of calibration parameters that fit the entire scene. We minimise user error by automating...

 Automatic extrinsic calibration between a camera and a 3D LiDAR using 3D point and plane correspondences  Surabhi Verma, Julie Stephany Berrio, Stewart Worrall, Eduardo Nebot
This paper proposes an automated method to obtain the extrinsic calibrationparameters between a camera and a 3D LiDAR with as low as 16 beams. We use acheckerboard as a reference to obtain features of...
C++
Tensorflow
94
Toronto 3D
21/03/2020
this week
A Large scale Mobile LiDAR Dataset for Semantic Segmentation of Urban Roadways
3d dataset neural-networks point-cloud-dataset point-cloud-segmentation point-cloud semanticsegmentation
95
ERASOR
22/03/2021
this week
Official page of ERASOR (Egocentric Ratio of pSeudo Occupancy based Dynamic Object Removal), which is accepted @ RA L'21 with ICRA'21
C++
lidar-point-cloud lidar-slam static-map-building
96
PointPainting
12/03/2021
this week
This repository is an open source PointPainting package which is easy to understand, deploy and run!
Python
kitti-dataset mmsegmentation openpcdet point-cloud pointpainting
97
Datmo
15/05/2019
this week
Detection and Tracking of Moving Objects (DATMO) using sensor msgs/LiDAR.
C++
autonomous-vehicles clustering data-association datmo detection obstacle-avoidance rectangle-fitting ros
98
Fusion ekf
13/04/2017
this week
An extended Kalman Filter implementation in C++ for fusing LiDAR and radar sensor measurements.
C++
extended-kalman-filters kalman-filter kalman-filtering radar robotics self-driving-car sensor-fusion udacity
99
3D LiDAR Multi Object Tracking
27/10/2020
this week
3D MOT(C++) 2020
C++
kitti mot pcl point-cloud pointcloud-segmentation ros-melodic
100
LiDAR GTA V
01/08/2018
this week
A plugin for Grand Theft Auto V that generates a labeled LiDAR point cloud from the game environment.
C++
grand-theft-auto gta5 gtav lidar-data lidar-navigation lidar-point-cloud self-driving-car
101
Lips
02/03/2018
3 weeks ago
LiDAR Inertial 3D Plane Simulator
Matlab
inertial-sensors plane ros-kinetic simulation
102
LiDAR SLAM 3D
16/10/2018
this week
3D LiDAR SLAM package.
C++
slam
103
Opensource SLAM noted
17/08/2020
this week
Open source SLAM system notes
C++
legoloam loam slam
104
Tinfour
05/06/2016
1 week ago
Delaunay and Constrained Delaunay Triangulations in Java, providing high performance utilities for modeling surfaces with support for LiDAR LAS files, Digital Elevation Models (DEM), finite element analysis, path planning, natural neighbor interpolation, and other applications of Triangulated Irregular Networks (TIN)
Java
Other
bathymetry computational-geometry delaunay delaunay-triangulation digital-elevation-model gis hydrography triangulation
105
Li SLAM ros2
09/07/2020
1 week ago
ROS2 package of tightly coupled LiDAR inertial ndt/GICP SLAM referenced from LIO SAM
C++
g2o gicp gtsam loop-closure ndt ros2 slam
106
LiDAR Odometry and Mapping
05/03/2018
1 week ago
LiDAR Odometry and Mapping (J.Zhang et.Al). EECS/NAVARCH 568 (Mobile Robotics) Final Project
C++
kitti-dataset ros slam
107
BtcDet
03/12/2021
this week
Behind the Curtain: Learning Occluded Shapes for 3D Object Detection
Python
Pytorch
3d 3d-object-detection aaai-2022 aaai2022 autonomous-driving autonomous-vehicles computer-vision neural-networks generative-model lidar-point-cloud object-detection occlusion occlusion-handling point-cloud self-driving self-driving-car
108
WS3D
06/07/2020
this week
Official version of 'Weakly Supervised 3D object detection from LiDAR Point Cloud'(ECCV2020)
Python
Pytorch
3d-annotation 3d-annotator 3d-detection bird-eye-view cascade-inference eccv2020 point-cloud point-cloud-detection pointrcnn vehicle-detection weakly-supervised-learning ws3d
109
 Robust and Online LiDAR inertial Initialization
For most LiDAR-inertial odometry, accurate initial state, including temporal offset and extrinsic transformation between LiDAR and 6-axis IMUs, play a significant role and are often considered as prerequisites...
110
YdLiDAR
23/11/2017
this week
The driver of ydLiDAR for ROS on the linux !
Html
111
RELLIS 3D
22/10/2020
this week
RELLIS 3D: A Multi modal Dataset for Off Road Robotics
Jupyter
3d-segmentation dataset image-segmentation off-road ros-bag semantic-segmentation
112
Sensor fusion
01/04/2019
1 week ago
Filters: KF, EKF, UKF || Process Models: CV, CTRV || Measurement Models: Radar, LiDAR
C++
ctrv cv eigen-library ekf extended-kalman-filter fusion kalman-filter kf measurement-models process-models radar sensor-fusion ukf unscented-kalman-filter
113
 LiDAR with Velocity: Motion Distortion Correction of Point Clouds from Oscillating Scanning LiDARs  Xiaoping Hong, Baifu Huang, Zheng Gong, Wen Yang
LiDAR point cloud distortion from moving object is an important problem in autonomous driving, and recently becomes even more demanding with the emerging of newer LiDARs, which feature back-and-forth scanning...
C++
114
Dll
19/11/2020
this week
DLL: Direct LiDAR Localization
C++
localization robotics ros
115
Whiteboxgui
21/01/2021
3 weeks ago
An interactive GUI for WhiteboxTools in a Jupyter based environment
Python
Jupyter
geomorphology geomorphometry geoprocessing geospatial gis hydrology remote-sensing whitebox whitebox-tools
116
Sweep sdk
28/10/2016
1 month ago
Sweep SDK
C++
sweep sweep-sdk
117
Pycrown
29/05/2019
1 week ago
PyCrown Fast raster based individual tree segmentation for LiDAR data
Python
crowns numba segmentation tree trees
118
Point cloud prediction
27/09/2021
this week
Self supervised Point Cloud Prediction Using 3D Spatio temporal Convolutional Networks
Python
cloud forecasting point point-cloud point-cloud-forecasting point-cloud-prediction point-forecasting prediction range-image self-supervised-learning video video-prediction
119
Weakly Supervised 3D Object Detection from Point Clouds (VS3D), ACM MM 2020
Jupyter
Tensorflow
3d-object-detection acm-mm-2020 cross-modal kitti monocular object-proposals point-cloud stereo transfer-learning unsupervised-learning unsupervised-object-detection vs3d weakly-supervised-detection ws3d
120
Pole localization
10/05/2021
1 week ago
Online Range Image based Pole Extractor for Long term LiDAR Localization in Urban Environments
Python
lidar-point-cloud localization mcl pole-detection range-image
121
LiDAR Segementation
07/01/2020
this week
An implementation on "Curved Voxel Clustering for Accurate Segmentation of 3D LiDAR Point Clouds with Real Time Performance" from IROS 2019
C++
clustering lidar-segementation
122
SLAM docker collection
07/10/2020
1 week ago
A collection of docker environments for 3D SLAM packages
3d docker ros slam
123
ZeroSimROSUnity
07/07/2020
this week
Robotic simulation in Unity with ROS integration.
C#
Unity
2d-lidar 3d gazebo image-segmentation laserscan neural-networks mobile-robot-navigation mobile-robots reinforcement-learning reinforcement-learning-environments robot-operating-system robotic-arms robotics ros sensors simulation
124
 Target free Extrinsic Calibration of a 3D LiDAR and an IMU
This work presents a novel target-free extrinsic calibration algorithm for a 3D LiDAR and an IMU pair using an Extended Kalman Filter (EKF) which exploits the extit{motion based calibration constraint}...
C++
125
GpsCalibration
04/09/2017
2 weeks ago
GPS calibration using points cloud SLAM and other sensors
C++
126
Camera LiDAR joint calibration
09/11/2019
2 weeks ago
A sample way to jointly calibrate camera and LiDAR
Matlab
127
Lopocs
25/07/2016
this week
Migrated to: https://gitlab.Com/Oslandia/lopocs
Python
3d cesiumjs gis itowns opensource point-cloud postgis
128
LiDAR appearance calibration
30/07/2019
this week
This a ros package for multi LiDAR calibration using three planar surfaces.
C++
129
LiDAR SOT
05/03/2021
1 week ago
 Model free Vehicle Tracking and State Estimation in Point Cloud Sequences  Naiyan Wang, Zhichao Li, Ziqi Pang
Estimating the states of surrounding traffic participants stays at the core of autonomous driving. In this paper, we study a novel setting of this problem: model-free single-object tracking (SOT), which...
Python
130
Pyfor
07/12/2016
1 week ago
Tools for analyzing aerial point clouds of forest data.
Python
forest-inventory forestry las
131
Icp localization
09/06/2021
1 week ago
This package provides localization in a pre built map using ICP and odometry (or the IMU measurements).
C++
icp localization mapping navigation ros slam
132
Locus
08/12/2020
2 weeks ago
This repository contains the code implementation used in the paper "Locus: LiDAR based Place Recognition using Spatiotemporal Higher Order Pooling". ICRA 2021.
Python
Other
3d neural-networks place-recognition point-cloud robotics slam spatio-temporal
133
 Real Time Spatio Temporal LiDAR Point Cloud Compression
Compressing massive LiDAR point clouds in real-time is critical to autonomousmachines such as drones and self-driving cars. While most of the recent priorwork has focused on compressing individual point...
C++
compression compression-algorithm decompression point-cloud point-cloud-compression
134
HeliOS
30/09/2016
1 month ago
HELiOS the Heidelberg LiDAR Operations Simulator is a software package for interactive real time simulation and visualisation of terrestrial, mobile and airborne laser scan surveys written in Java.
Java
3d gis interactive-visualizations jmonkeyengine lidar-point-cloud simulation visualization
135
 3D LiDAR and Stereo Fusion using Stereo Matching Network with Conditional Cost Volume Normalization  Wei-Chen Chiu, Yi-Hsuan Tsai, Hou-Ning Hu, Tsun-Hsuan Wang, Min Sun, Chieh Hubert Lin
The complementary characteristics of active and passive depth sensingtechniques motivate the fusion of the Li-DAR sensor and stereo camera forimproved depth perception. Instead of directly fusing estimated...
Python
Pytorch
136
LiDAR body tracking
01/07/2017
4 months ago
ROS Catkin package to track people using octree and cluster extraction
C++
catkin cluster-extraction person-tracking quanergy ros
137
 A Technical Survey and Evaluation of Traditional Point Cloud Clustering Methods for LiDAR Panoptic Segmentation  Xinming Huang, Xiao Zhang, Yiming Zhao
LiDAR panoptic segmentation is a newly proposed technical task for autonomous driving. In contrast to popular end-to-end deep learning solutions, we propose a hybrid method with an existing semantic segmentation...
Pytorch
138
Opendlv
01/12/2015
this week
OpenDLV A modern microservice based software ecosystem powered by libcluon to make vehicles autonomous.
Cmake
aarch64 amd64 applanix armhf autonomous-driving c++ docker gps h264 libcluon microservice nmea opendlv openh264 oxts-gps self-driving-car trimble-gps velodyne video4linux
139
LodToolkit
23/06/2020
this week
Level of details toolkit(LTK). Convert osgb lod tree to 3mx tree. Convert pointcloud in ply/las/laz/xyz to 3mx/osgb tree.
C
3d-model 3mx 3mxb bentley bentley-contextcapture contextcapture level-of-details lod-tree openscenegraph osg osgb photogrammetry point-cloud
140
 Fog Simulation on Real LiDAR Point Clouds for 3D Object Detection in Adverse Weather  Luc van Gool, Dengxin Dai, Christos Sakaridis, Martin Hahner
This work addresses the challenging task of LiDAR-based 3D object detection in foggy weather. Collecting and annotating data in such a scenario is very time, labor and cost intensive. In this paper, we...
conference
141
IA LIO SAM
05/07/2021
2 weeks ago
IA LIO SAM is enhanced LIO SAM using Intensity and Ambient channel from OUSTER LiDAR.
C++
mapping slam
142
 Deep Generative Modeling of LiDAR Data  Lucas Caccia, Herke van Hoof, Joelle Pineau, Aaron Courville
Building models capable of generating structured output is a key challenge for AI and robotics. While generative models have been explored on many types of data, little work has been done on synthesizing...
Pytorch
143
Retina
02/07/2017
2 weeks ago
Interfaces and algorithms for event based cameras, LiDARs, and actuators
Matlab
dvs gokart perception slam visualization
144
CenterNet3D Pytorch
17/08/2020
1 week ago
Unofficial Pytorch implementation of the paper: "CenterNet3D: An Anchor free Object Detector for Autonomous Driving"
Python
3d-object-detection centernet centernet3d object-detection sparse-convolution spconv voxels voxelnet
145
HeliOS
20/01/2021
this week
C++
Other
laserscanning simulation
146
LiDAR transfer
09/02/2021
3 weeks ago
Code for Langer et al. "Domain Transfer for Semantic Segmentation of LiDAR Data using Deep Neural Networks", IROS, 2020.
Python
domain-adaptation iros2020 nuscenes semantic-kitti velodyne
147
Annotate
29/03/2020
this week
Create 3D labelled bounding boxes in RViz
C++
annotation annotation-tool annotations bounding-boxes ground-truth labeling labeling-tool lidar-object-detection lidar-object-tracking lidar-obstacle-detection lidar-point-cloud pcl point-cloud ros ros-kinetic ros-melodic rviz rviz-plugin velodyne
148
 Self Supervised Person Detection in 2D Range Data using a Calibrated Camera  Bastian Leibe, Alexander Hermans, Mats Steinweg, Dan Jia
Deep learning is the essential building block of state-of-the-art person detectors in 2D range data. However, only a few annotated datasets are available for training and testing these deep networks, potentially...


 DR SPAAM: A Spatial Attention and Auto regressive Model for Person Detection in 2D Range Data  Bastian Leibe, Dan Jia, Alexander Hermans
Detecting persons using a 2D LiDAR is a challenging task due to the low information content of 2D range data. To alleviate the problem caused by the sparsity of the LiDAR points, current state-of-the-art...


 Deep Person Detection in 2D Range Data  Alexander Hermans, Timm Linder, Bastian Leibe, Lucas Beyer, Kai O. Arras
Detecting humans is a key skill for mobile robots and intelligent vehicles ina large variety of applications. While the problem is well studied for certainsensory modalities such as image data, few works...
Pytorch
149
PointCloudSegmentation
14/02/2020
this week
The research project based on Semantic KITTTI dataset, 3D Point Cloud Segmentation , Obstacle Detection
Jupyter
point-cloud comparative-analysis dockerize lidar-point-cloud obstacle-detection pcl-library point-cloud-segmentation point-cloud-visualization segmentation squeezeseg
150
Papers on 3D Object Detection for Autonomous Driving
3d-object-detection autonomous-driving autonomous-vehicles kitti-dataset nuscenes waymo-open-dataset
151
ESKF All in One Open
19/12/2020
1 month ago
Error State Kalman Filter All in One, from Theory to Practice.
ekf error-state-kalman-filter eskf extend-kalman-filter gps imu robot-localization vision wheel-encoder
152
This repository provides awesome research papers for autonomous driving perception. If you do find a problem or have any suggestions, please raise this as an issue or make a pull request with information (format of the repo): Research paper title, datasets, metrics, objects, source code, publisher, and year.
3d-object-detection fusion kitti-dataset lidar-point-cloud monocular nuscenes pseudo-lidar real-time rgb single-stage sunrgbd two-stage waymo waymo-open-dataset
154
 A Divide and Merge Point Cloud Clustering Algorithm for LiDAR Panoptic Segmentation  Xinming Huang, Xiao Zhang, Yiming Zhao
Clustering objects from the LiDAR point cloud is an important research problem with many applications such as autonomous driving. To meet the real-time requirement, existing research proposed to apply...
Pytorch
155
Camera LiDAR calibration
09/07/2018
1 month ago
A tool used for calibrate the extrinsic between 2D laser range finder (LRF) and camera. ROS Version: https://github.Com/TurtleZhong/camera LiDAR calibration v2
C++
camera-calibration hokuyo laser lidar-camera-calibration
156
PyGEDI
06/04/2020
4 weeks ago
PyGEDI is a Python Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) mission, data extraction, analysis, processing and visualization.
Jupyter
Python
gedi nasa
157
PyGraphSLAM
30/10/2019
1 month ago
Python implementation of Graph SLAM
Python
g2o graph-slam icp odometry point-cloud robotics slam
158
Ohm
28/09/2018
this week
An efficient, extensible occupancy map supporting probabilistic occupancy, normal distribution transforms in CPU and GPU.
C++
Cuda
Opencl
Other
gpu lidar-point-cloud occupancy-map point-cloud
159
Fusion ekf Python
12/04/2017
3 months ago
An extended Kalman Filter implementation in Python for fusing LiDAR and radar sensor measurements
Jupyter
Python
bokeh ekf ekf-localization extended-kalman-filters kalman-filter radar
160
SLAM Qt
26/06/2018
3 months ago
My small SLAM simulator to study "SLAM for dummies"
Qml
Python
Qt
pyside2 robotics simulation simulator slam
161
Ple
24/07/2018
1 month ago
Probabilistic line extraction from 2 D range scan
Matlab
line-detection line-extraction point-cloud-processing probabilistic-robotics robotics
162
LDLS
08/03/2019
1 month ago
LDLS (Label Diffusion LiDAR Segmentation) algorithm for instance segmentation of LiDAR point clouds.
Jupyter
segmentation
163
 Single Shot is Enough: Panoramic Infrastructure Based Calibration of Multiple Cameras and 3D LiDARs
The integration of multiple cameras and 3D Li- DARs has become basic configuration of augmented reality devices, robotics, and autonomous vehicles. The calibration of multi-modal sensors is crucial for...
164
Autolabor simulation
23/04/2018
this week
Simulator written using the ros node for simulating wheeled robot travel, related sensors, scenes, etc.
C++
autolabor-simulation naviagtion robotics ros simulation
165
Rl obstacle avoidance
26/07/2019
2 weeks ago
LiDAR based Obstacle Avoidance with Reinforcement Learning
Jupyter
obstacle-avoidance reinforcement-learning rospy turtlebot
166
 Transfer Learning from Synthetic to Real LiDAR Point Cloud for Semantic Segmentation  Shijian Lu, Fangneng Zhan, Dayan Guan, Jiaxing Huang, Aoran Xiao
Knowledge transfer from synthetic to real data has been widely studied to mitigate data annotation constraints in various computer vision tasks such as semantic segmentation. However, the study focused...
167
Mini map maker
22/01/2021
1 week ago
A tool for automatically generating 3D printable STLs from freely available LiDAR scan data.
Python
3d 3d-printing dem gis maps printing qgis
168
Pa aug.Pytorch
01/09/2020
3 weeks ago
Part Aware Data Augmentation for 3D Object Detection in Point Cloud (https://arxiv.Org/abs/2007.13373)
Python
3d-object-detection data-augmentation point-cloud
169
Esp32 cjmcu 531 demo
20/05/2019
1 week ago
CJMCU 531 and ESP32 Web Demo interfacing to a VL53L1X IR time of flight sensor
C++
cjmcu-531 flight-sensor time-of-flight vl53l1x
170
FLAT
06/10/2020
1 week ago
[ICCV2021 Oral] Fooling LiDAR by Attacking GPS Trajectory
Python
3d-object-detection 3d-perception adversarial-attacks ai-safety autonomous-driving neural-networks gnss point-cloud robotics trustworthy-ai trustworthy-machine-learning
171
 Noise Aware Unsupervised Deep LiDAR Stereo Fusion  Pan Ji, Yiran Zhong, Yuchao Dao, Xuelian Cheng, Hongdong Li
In this paper, we present LiDARStereoNet, the first unsupervised LiDAR-stereofusion network, which can be trained in an end-to-end manner without the needof ground truth depth maps. By introducing a novel...
conference
Pytorch
172
 Noise Aware Unsupervised Deep LiDAR Stereo Fusion  Pan Ji, Yiran Zhong, Yuchao Dao, Xuelian Cheng, Hongdong Li
In this paper, we present LiDARStereoNet, the first unsupervised LiDAR-stereofusion network, which can be trained in an end-to-end manner without the needof ground truth depth maps. By introducing a novel...
conference
Pytorch
173
 Open Source LiDAR Time Synchronization System by Mimicking GPS clock
Time synchronization of multiple sensors is one of the main issues when building sensor networks. Data fusion algorithms and their applications, such as LiDAR-IMU Odometry (LIO), rely on precise timestamping...
175
Xv 11 laser driver
24/11/2013
1 month ago
C++
neato-xv ros
176
SASensorFusionLocalization
04/12/2017
1 month ago
Sensor Fusion and Localization related projects of Udacity's Self driving Car Nanodegree Program:
C++
extended-kalman-filters kalman-filter localization object-tracking particle-filter radar sensor-fusion udacity udacity-nanodegree udacity-self-driving-car unscented-kalman-filter
177
Las rs
06/05/2015
2 weeks ago
Read and write ASPRS las files, Rust edition.
Rust
178
LiDAR Iris for Loop-Closure Detection(IROS 2020)
179
 A Simple and Efficient Multi task Network for 3D Object Detection and Road Understanding  Wei Zhan, Masayoshi Tomizuka, Chenfeng Xu, Yiyang Zhou, Di Feng
Detecting dynamic objects and predicting static road information such as drivable areas and ground heights are crucial for safe autonomous driving. Previous works studied each perception task separately,...
Pytorch
180
Sparse segmentation
12/07/2018
8 months ago
RISS 2018 Segmentation of sparse LiDAR point clouds
Makefile
ground ground-annotation point-cloud segmentation
181
VelodyneHDL
16/06/2017
2 weeks ago
Octocat: A Minimal Driver for Velodyne HDL 32E/64E VLP 16 LiDARs
C++
velodyne velodyne-hdl velodyne-sensor
182
 LiDAR Camera Calibration using 3D 3D Point correspondences  Kunal Chelani, Vishnu Radhakrishnan, K. M. Krishna, Ankit Dhall
With the advent of autonomous vehicles, LiDAR and cameras have become anindispensable combination of sensors. They both provide rich and complementarydata which can be used by various algorithms and machine...
Tensorflow
183
Object Detection using LiDAR
12/12/2018
1 week ago
This repo detect objects automatically for LiDAR data
Python
Keras
Tensorflow
convolutional-neural-networks las las2pcd laspy laz lidar-point-cloud object-detection python-pcl tkinter
184
This is a software for finely removing non ground points from point clouds.
C++
Opencv
ground-extraction ground-point morphological-analysis pcl point-cloud pointcloudprocessing triangulation-delaunay
185
Wetland Hydro GEE
24/08/2018
2 weeks ago
Mapping wetland hydrological dynamics using Google Earth Engine (GEE)
Javascript
earth-engine gee gis google-earth-engine hydrological-data-analysis naip remote-sensing wetlands
186
 Practical optimal registration of terrestrial LiDAR scan pairs  Tat-Jun Chin, Konrad Schindler, Zhipeng Cai, Alvaro Parra Bustos
Point cloud registration is a fundamental problem in 3D scanning. In thispaper, we address the frequent special case of registering terrestrial LiDARscans (or, more generally, levelled point clouds). Many...
187
Pylas
11/02/2018
4 weeks ago
Pylas was merged into laspy 2.0 https://github.Com/laspy/laspy
Python
188
LiDAR pose estimator
22/11/2020
this week
6 DOF pose estimator with 3D LiDAR data
C++
aloam loam-velodyne slam
189
Arfoundation densepointcloud
07/11/2020
2 weeks ago
Visualizing a point cloud using scene depth in Unity similar to WWDC20 demo.
Shaderlab
Unity
ar arfoundation arkit depth-map lidar-point-cloud
190
Digital Forestry Toolbox
13/05/2016
4 weeks ago
A collection of digital forestry tools for Matlab/Octave
Matlab
asprs digital-forestry-toolbox forest forestry laser laser-scanning octave point-cloud remote-sensing vegetation
191
PCL localization ros2
19/04/2020
1 month ago
ROS2 package of 3D LiDAR based Localization using PCL (Not SLAM)
C++
gicp localization ndt pcl ros2
192
TC IMU LIO SAM
10/03/2022
this week
Tightly Coupled with IMU factor and LiDAR factor(original LIO SAM do not supprot tightly coupled, only loosely coupled)
C++
imu mapping sensor-fusion slam smoothing tightlycoupled
193
PyLiDAR3
03/03/2019
1 month ago
PyLiDAR3 is Python 3 package to get data from LiDAR devices from various manufacturers.
Python
autonomous-driving autonomous-vehicles lidar-point-cloud ydlidar-x4
194
Autonomous Ai drone scripts
29/01/2021
1 week ago
State of the art autonomous navigation scripts using Ai, Computer Vision, LiDAR and GPS to control an arducopter based quad copter.
Python
ai ardupilot autonomous-quadcoptor computer-vision gps
195
FusionDepth
10/10/2021
this week
Official implementation for paper "Advancing Self supervised Monocular Depth Learning with Sparse LiDAR"
Python
Pytorch
neural-networks computer-science computer-vision convolutional-neural-networks corl depth-estimation kitti lidar-point-cloud monocular-depth-estimation self-driving-car self-supervised-learning sensor-fusion
196
PyrpLiDAR
25/07/2019
2 weeks ago
Full featured Python library for SLAMtec RPLiDAR series
Python
robotics rplidar sensor
197
SensorFusionNanoDegree
17/05/2020
1 week ago
Learn to detect obstacles in LiDAR point clouds through clustering and segmentation, apply thresholds and filters to radar data in order to accurately track objects, and augment your perception by projecting camera images into three dimensions and fusing these projections with other sensor data. Combine this sensor data with Kalman filters to perceive the world around a vehicle and track objects over time.
C++
camera kalman radar sensor-fusion sensorfusionnanodegree udacity-nanodegree udacitysensorfusionnanodegree
198
 Real time Multi Adaptive Resolution Surfel 6D LiDAR Odometry using Continuous time Trajectory Optimization  Sven Behnke, Jan Quenzel
Simultaneous Localization and Mapping (SLAM) is an essential capability for autonomous robots, but due to high data rates of 3D LiDARs real-time SLAM is challenging. We propose a real-time method for 6D...
199
 Radar to LiDAR: Heterogeneous Place Recognition via Joint Learning  Rong Xiong, Yue Wang, Xuecheng Xu, Huan Yin
Place recognition is critical for both offline mapping and online localization. However, current single-sensor based place recognition still remains challenging in adverse conditions. In this paper, a...
Pytorch
200
Fastreg
28/04/2021
1 month ago
Fast and Robust Registration of Partially Overlapping Point Clouds in Driving Applications
Python
Pytorch
neural-networks point-cloud-registration autonomous-vehicles point-cloud pose-estimation self-driving-cars
201
PCL ground filter
19/03/2018
3 months ago
Progressive Morphological Filter for Ground Extraction of LiDAR Data using PCL
C++
ground-estimation pcl point-cloud
202
 DeepTemporalSeg: Temporally Consistent Semantic Segmentation of 3D LiDAR Scans  Ayush Dewan, Wolfram Burgard
Understanding the semantic characteristics of the environment is a key enabler for autonomous robot operation. In this paper, we propose a deep convolutional neural network (DCNN) for the semantic segmentation...
Tensorflow
203
UavRst
21/10/2016
8 months ago
UAV related Remote Sensing Toolbox
R
aerial-imagery forestry giscience neural-networks remote-sensing uav
204
Ndtpso SLAM
14/11/2019
1 week ago
ROS package for NDT PSO, a 2D Laser scan matching algorithm for SLAM
C++
alignement ndt ndt-pso ndtpso-slam normal-distribution scan-matching slam slam-algorithms
205
3D Ground Segmentation
09/12/2020
this week
A ground segmentation algorithm for 3D point clouds based on the work described in Fast segmentation of 3D point clouds: a paradigm on LiDAR data for Autonomous Vehicle Applications, D. Zermas, I. Izzat and N. Papanikolopoulos, 2017. Distinguish between road and non road points. Road surface extraction. Plane fit ground filter
C++
extraction ground ground-segmentation lastools non-ground point-cloud preprocessing road-surface
206
Laszip.Net
27/08/2014
2 months ago
LAS/LAZ library for C#
C#
compression las laszip laszip-library laz-files
207
 Spatiotemporal Calibration of Camera and 3D Laser Scanner  Michal R. Nowicki
The multi-sensory setups consisting of the laser scanners and cameras are popular as the measurements complement each other and provide necessary robustness for applications. Under dynamic conditions or...
208
LiDARNet: A Boundary-Aware Domain Adaptation Model for Point Cloud Semantic Segmentation
209
 Targetless Calibration of LiDAR IMU System Based on Continuous time Batch Estimation  Yong liu, Jiajun Lv, Xingxing Zuo, Jinhong Xu, Kewei Hu
Sensor calibration is the fundamental block for a multi-sensor fusion system. This paper presents an accurate and repeatable LiDAR-IMU calibration method (termed LI-Calib), to calibrate the 6-DOF extrinsic...
210
 PointPillars: Fast Encoders for Object Detection from Point Clouds  Jiong Yang, Alex H. Lang, Sourabh Vora, Holger Caesar, Lubing Zhou, Oscar Beijbom
Object detection in point clouds is an important aspect of many robotics applications such as autonomous driving. In this paper we consider the problem of encoding a point cloud into a format appropriate...
conference
Pytorch
211
Radmap point clouds
19/01/2017
1 month ago
Preprocessing, coordinate frame calibration, configuration files, and launching procedure used to generate point clouds with Google Cartographer for the RadMAP acquisition system. The RadMAP acquisition system consists of two LiDARS, differential GPS, two Ladybug 360 cameras, and an IMU.
Python
imu point-cloud ros
212
3DFast segmentation of 3D point clouds for ground vehicles
C++
point-cloud ground-segmentation pcl ros ros-melodic
213
Python and C++ examples that show shows how to process 3 D LiDAR data by segmenting the ground plane and finding obstacles.
Jupyter
Python
bounding-boxes c++ clustering-algorithm downsampling-data kd-tree lidar-point-cloud numpy oriented-bounding-box pcl-library plane-segmentation python-pcl ransac-algorithm roi visualization
214
Oh my LOAM
22/02/2021
1 week ago
ROS free implementation of LOAM
C++
odometry slam
215
Continuous fusion
16/03/2019
3 weeks ago
(ROS) Sensor fusion algorithm for camera+LiDAR.
C++
continuous-fusion lidar-camera perception point-cloud sensor-fusion
216
CarND Extended Kalman Filter P6
21/04/2018
1 years ago
Self Driving Car Project 6 Sensor Fusion(Extended Kalman Filter)
C++
extended-kalman-filters kalman-filter radar rmse sensor-fusion udacity-self-driving-car
217
Using PolyLiDAR with an Intel RealSense Camera
218
Rlas
18/12/2016
2 months ago
R package to read and write las and laz files used to store LiDAR data
R
asprs las laz
219
RobotCarDataset Scraper
14/03/2019
1 week ago
Downloads files matching patterns from the Oxford Robotcar Dataset website
Python
Other
datasets gps laser learning monocular robotics stereo vision website
220
MINet
08/07/2020
1 week ago
Multi scale Interaction for Real time LiDAR Data Segmentation on an Embedded Platform (RA L)
Python
semantic-segmentation
221
LiDAR LiDAR cal
12/12/2020
8 months ago
A set of estimation, visualization, and evaluation modules for performing LiDAR LiDAR calibration for autonomous vehicles and other robotic systems. This framework was validated/built for analyzing point cloud and odometry data from the DARPA SubT Challenge.
Python
darpa robotics
222
Jakteristics
14/04/2020
1 week ago
Compute point cloud geometric features from Python
C++
Python
3d feature geometric lidar-point-cloud normals point-cloud processing
223
PyLOAM
08/08/2020
2 weeks ago
Python implementation of LOAM (LiDAR Odometry and Mapping) for rapid prototyping or educational purpose
Python
loam point-cloud robotics slam
224
Uav LiDAR analytics course
25/03/2015
1 week ago
NCSU GIS595/MEA792: UAV/LiDAR Data Analytics
Html
3d-geographic-model blend4web blender foss4g geoforall geospatial grass-gis opendronemap sketchfab uav
225
Photogrammetry Guide
16/08/2021
this week
Photogrammetry Guide
Python
3d-graphics 3d-imaging 3d-models 3d-reconstruction 3d-scanning image-classification image-processing photogrammetry photogrammetry-apps photogrammetry-libraries photogrammetry-tools radiant-imagery slam
226
Gedi tutorials
26/08/2021
1 week ago
GEDI L3 and L4 Tutorials
Jupyter
Other
aboveground-biomass altimetry canopy-metrics gedi nasa-data
227
Extended LiDAR camera calib
11/10/2021
1 month ago
This repo is an extended version of livox camera calib(hku mars/livox camera calib), which is suitable for spinning LiDAR
C++
calibration camera spinning
228
Pointcloud ground removal
08/08/2020
this week
RANSAC segmentation based ground removal for 3D LiDAR point clouds.
C++
3dvision pcl point-cloud segmentation
229
EviLOG
21/05/2021
1 month ago
Tensorflow training pipeline and dataset for prediction of evidential occupancy grid maps from LiDAR point clouds.
Python
automated-driving neural-networks occupancy-grid-map robotics
230
Sweep arduino
25/01/2017
1 month ago
Arduino Library for Scanse Sweep LiDAR
C++
arduino sweep sweep-arduino
231
 LiDARTag: A Real Time Fiducial Tag System for Point Clouds  Jessy W. Grizzle, Shoutian Wang, Jiunn-Kai Huang, Maani Ghaffari
Image-based fiducial markers are useful in problems such as object tracking in cluttered or textureless environments, camera (and multi-sensor) calibration tasks, and vision-based simultaneous localization...


 Improvements to Target Based 3D LiDAR to Camera Calibration  Jiunn-Kai Huang, Jessy W. Grizzle
The homogeneous transformation between a LiDAR and monocular camera is required for sensor fusion tasks, such as SLAM. While determining such a transformation is not considered glamorous in any sense of...


 Global Unifying Intrinsic Calibration for Spinning and Solid State LiDARs  Jessy W. Grizzle, Maani Ghaffari, Madhav Achar, Chenxi Feng, Jiunn-Kai Huang
Sensor calibration, which can be intrinsic or extrinsic, is an essential step to achieve the measurement accuracy required for modern perception and navigation systems deployed on autonomous robots. To...
232
Point Cloud Ground Segmentation
22/08/2019
7 months ago
Ground Segmentation Package in ROS.
Python
ground-segmentation kitti-dataset kitti-scene lidar-data lidar-ground lidar-point-cloud pca pcd point-cloud ros roslaunch
233
Bat 3D
13/01/2021
2 months ago
3D Bounding Box Annotation Tool 2.0 (3D BAT 2.0): Labeling of 3D LiDAR Point Clouds and Camera Images
Javascript
Other
2d-object-detection 3d-bounding-box 3d-object-detection annotation automatic cloud interpolation labeling point point-cloud tool web
234
Camera pose estimation
22/04/2017
3 weeks ago
Given a map data (image + LiDAR), estimate the 6 DoF camera pose of the query image.
Matlab
camera-pose-estimation streetview
235
The repo of the preprinting paper "Labels Are Not Perfect: Inferring Spatial Uncertainty in Object Detection"
Python
detection evaluation kitti uncertainty waymo
236
Optimized SC F LOAM
08/12/2021
this week
C++
Other
loam ros slam
237
 BirdNet: a 3D Object Detection Framework from LiDAR information  Arturo de la Escalera, Jorge Beltran, Francisco Miguel Moreno, Daniel Cruzado, Fernando Garcia, Carlos Guindel
Understanding driving situations regardless the conditions of the trafficscene is a cornerstone on the path towards autonomous vehicles; however,despite common sensor setups already include complementary...


 BirdNet+: End to End 3D Object Detection in LiDAR Bird's Eye View  Fernando García, Jorge Beltrán, Alejandro Barrera, Carlos Guindel
On-board 3D object detection in autonomous vehicles often relies on geometry information captured by LiDAR devices. Albeit image features are typically preferred for detection, numerous approaches take...
Tensorflow
238
LiDAR obstacle detection
17/06/2019
6 months ago
Project: LiDAR Obstacle Detection || Udacity: Sensor Fusion Engineer Nanodegree
C++
lidar-point-cloud obstacle-detection pcl point-cloud
239
Using Euclidiean Clustering and RANSAC to detect Objects in LiDAR captured Point Clouds (PCDs)
C++
detection lidar-sensors pcl perception point-cloud ransac sensor-fusion
240
IILFM
30/01/2022
1 week ago
This is a fiducial marker system designed for LiDAR sensors. Different visual fiducial marker systems (Apriltag, ArUco, CCTag, etc.) Can be easily embedded. The usage is as convenient as that of the visual fiducial marker. The system shows potential in SLAM, multi sensor calibration, augmented reality, and so on.
C
apriltag aruco aruco-marker augmented-reality cctag fiducial-markers lidar-calibration lidar-camera-calibration lidartag point-cloud robotics ros slam
241
Speed Trap
17/06/2015
3 months ago
Use a LiDAR to display the speed of people walking by
Eagle
sparkfun sparkfun-projects
242
Pandar40 SDK
08/03/2018
1 years ago
Development kit for Pandar40
C++
243
 RGB2LiDAR: Towards Solving Large Scale Cross Modal Visual Localization  Han-Pang Chiu, Niluthpol Chowdhury Mithun, Rakesh Kumar, Karan Sikka, Supun Samarasekera
We study an important, yet largely unexplored problem of large-scale cross-modal visual localization by matching ground RGB images to a geo-referenced aerial LiDAR 3D point cloud (rendered as depth images)...
246
An implementation on "Shen Z, Liang H, Lin L, Wang Z, Huang W, Yu J. Fast Ground Segmentation for 3D LiDAR Point Cloud Based on Jump Convolution Process. Remote Sensing. 2021; 13(16):3239. Https://doi.Org/10.3390/rs13163239"
C++
ground-segmentation point-cloud
247
Agn gazebo
07/12/2018
1 month ago
Several Gazebo models in order to person detection using 3D LiDAR, Pioneer P3DX and maze map for rescue robot exploration which is compatible with ROS.
Python
gazebo gazebo-simulator ros ros-indigo ros-kinetic rviz velodyne-hdl
248
Particle Filter
12/04/2018
1 week ago
A Particle Filter algorithm which could be used to localize an autonomous system such as a UAV or a self driving car.
C++
filter gps localization particle-filter radar udacity-self-driving-car
249
Payload SDK
29/03/2019
this week
DJI Payload SDK Official Repository
C
Other
camera collision-avoidance dji dji-sdk drone flight-controller gimbal m300 m300-rtk payload payload-sdk robotics sensors skyport skyportv2 uav xport
250
LiDARio
02/04/2017
8 months ago
A small Go library for reading and writing LiDAR (LAS) files
Go
gis gis-data las
251
LocalNav
20/01/2018
10 months ago
Use 3D laser rangefinder to detect and avoid obstacles for autonomos vehicles
C++
navigation ros
252
LiDAR SLAM comparison and evaluation framework
253
Zumo32u4
05/05/2018
5 months ago
Zumo32u4(ATmega32u4) + RaspberryPi3(RaspberryPi) + SLAM(CartoGrapher/Gmapping) + RPLiDAR A1M8
Python
arduino atmega32u4 cartographer gmapping-slam kinetic raspberry-pi raspberrypi ros rplidar rviz slam zumo32u4
254
Camera 2D LiDAR calibration
08/04/2019
1 month ago
ROS camera 2D LiDAR extrinsic calibration tool
Python
calibration camera camera-calibration lidar-camera-calibration ros
255
ROS driver for personal project.
256
Pointcloudset
08/06/2021
2 weeks ago
Efficient analysis of large datasets of point clouds recorded over time
Python
3d convert lidar-point-cloud ouster point-cloud ros rosbag time-series time-series-analysis velodyne-sensor
257
Open basemap
29/03/2018
6 months ago
More details at:
Lasso
3d-map autonomous-vehicles localization maps path-planning perception robotics self-driving-cars semantic-maps
258
Whitebox frontends
21/10/2019
3 weeks ago
WhiteboxTools Frontends
Python
arcgis geomorphometry geoprocessing geospatial gis hydrology r remote-sensing rstats rstudio
259
Hand Eye Extrinsic Calibration
19/11/2020
this week
MATLAB code for LiDAR Camera INS extrinsic calibration based on hand eye calibration method.
Matlab
camera extrinsic-calibration hand-eye-calibration ins
260
Mola fe LiDAR
17/12/2018
2 months ago
MOLA module: Front end for point cloud sensors based on generic ICP algorithms. LiDAR odometry and loop closure.
C++
mola slam
261
Applications LiDARBot
29/10/2018
4 weeks ago
C
applications lidarbot
262
Semantic KITTI stats
23/08/2019
1 week ago
Chart with downwards trend: Get some nice plots with statistics about the Semantic KITTI dataset
Python
analysis kitti-dataset plots semantic-segmentation statistics
263
Arips local planner
02/02/2019
1 month ago
ROS local planner navigation plugin using potential fields
C++
arips navigation path-planning robotics ros
264
Pytorch LiLaNet
26/05/2019
4 months ago
Implementation of "Boosting LiDAR based Semantic Labeling by Cross Modal Training Data Generation"
Python
Pytorch
kitti pytorch-ignite segmentation
265
Python for Remote Sensing
28/07/2019
this week
Python codes for remote sensing applications will be uploaded here. I will try to teach everything I learn during my projects in here.
Jupyter
Python
neural-networks gdal gdal-python gdal-python-libraries hyperspectral-image-classification hyperspectral-imaging lidar-point-cloud multispectral-images pdal point-cloud python-pdal remote-sensing satellite-data satellite-imagery satellite-images scikit-learn spacenet-dataset
266
LiDAR camera calib
30/03/2018
1 month ago
Cmake
camera-calibration cross-calibration point-cloud ros-kinetic rosbag rviz
267
LiDAR obstacle detection
03/12/2019
1 month ago
CropBox ROI filtering | VoxelGrid downsampling | Ground plane segmentation using RANSAC | Euclidean clustering optimised with a k d tree | Bounding boxes | Custom C++ implementations and PCL.
C++
pcl
268
Sick scan base
15/07/2019
1 month ago
Generic C++ library for SICK laser scanner. Currently we support Windows and Ubuntu 18.04LTS for x86 architectures with this software. Within the demo the gathered data is stored at regular intervals as CSV data and as an image file in JPEG format. The image file shows the scan data in the top view.
C++
driver laserscanner lms4000 mrs1104 mrs1xxx ros-driver rosdistro sensor sick tim551 tim561 tim571 tim5xx
269
Bayesian robotics
26/09/2018
2 months ago
Fuse camera and LiDAR sensor data to track an object using an Extended Kalman Filter and performed SLAM
Python
bayesian camera clearpath extended-kalman-filter jackal kalman-filter robotics ros ros-kinetic sensor-fusion slam
270
Laszip4j
12/11/2016
2 weeks ago
The LASzip library ported to Java
Java
lastools laszip
271
VL53L0X
21/03/2019
4 months ago
MicroPython Library for LiDAR Sensor VL53L0X
Python
micropython pycom-devices wipy
272
Teraranger
08/08/2017
1 month ago
Ros nodes for single TeraRanger sensors
C++
rangefinder robotics ros sensor terabee teraranger teraranger-duo teraranger-evo teraranger-one
273
Collect paper about ground segmentation in 3D point cloud.
ground-segementation paper-reading point-cloud
274
Displaz.Jl
14/01/2016
5 months ago
Julia bindings for the displaz LiDAR viewer
Julia
Other
plotting point-cloud visualization
275
Simulator LiDAR
06/06/2016
this week
Simulate dynamic environments and LiDAR observations
Python
dynamic-environments occupancy-modeling robotics-simulation
276
TestDataForPanoramicLiDAR
03/05/2018
8 months ago
A test data set for fusion of panoramic images and point clouds collected by a mobile mapping system
data-fusion mobile-mapping-system panorama-image
277
LiDAR buster
26/08/2018
12 months ago
Collection of Python snippets for processing LiDAR point cloud.
Jupyter
Python
lidar-point-cloud numpy velodyne
278
LasIO.Jl
24/05/2016
1 week ago
Julia package for reading and writing the LAS LiDAR format.
Julia
Other
io las laz point-cloud
279
 Global Unifying Intrinsic Calibration for Spinning and Solid State LiDARs  Jessy W. Grizzle, Maani Ghaffari, Madhav Achar, Chenxi Feng, Jiunn-Kai Huang
Sensor calibration, which can be intrinsic or extrinsic, is an essential step to achieve the measurement accuracy required for modern perception and navigation systems deployed on autonomous robots. To...
280
 Improvements to Target Based 3D LiDAR to Camera Calibration  Jiunn-Kai Huang, Jessy W. Grizzle
The homogeneous transformation between a LiDAR and monocular camera is required for sensor fusion tasks, such as SLAM. While determining such a transformation is not considered glamorous in any sense of...
281
Pandora Projected ROS
05/04/2018
1 month ago
ROS driver for Pandora with point cloud and camera image projected.
C++
projection sensorfusion
282
ROS YDLiDAR x4 docker
27/05/2020
7 months ago
Containerized ROS node that communicates with x4 LiDAR via USB pass though from the docker host
Dockerfile
docker lidar-measurements ros ros-melodic ros1
283
Pandora SDK
26/03/2018
1 years ago
Development kit for Pandora
C++
apollo sensorfusion
284
ESEKF IMU GNSS LiDAR
26/04/2020
3 weeks ago
Sensor fusion between IMU, GNSS and LiDAR data using an Error State Extended Kalman Filter.
Python
3d-pose-estimation ekf-localization es-ekf esekf gnss gps imu lidar-data localization pose-estimation sensor-fusion trajectory
285
Pointcloud surface
30/08/2021
1 week ago
Ground surface estimation algorithms based on point clouds.
C++
fusion point-cloud publication spline
286
RpLiDAR.Rs
25/11/2018
9 months ago
Rust driver for SLAMtec RPLiDAR series
Rust
driver rplidar sdk slamtec-rplidar
287
Person tracking
02/11/2019
4 months ago
ROS package to track and follow a target person
C++
clustering person-tracking ros tracking
288
CrownSeg
21/09/2018
3 months ago
Tree Crown Image Segmentation through Clustering with RGB, Hyperspectral and LiDAR as inputs
Python
clustering hyperspectral hyperspectral-analysis neural-networks ndvi segmentation
289
TFLuna I2C
19/09/2020
4 weeks ago
Arduino library for the Benewake TFLuna LiDAR distance sensor in the I2C communication mode
C++
arduino arduino-library benewake tf-luna tfluna
290
 End To End Optimization of LiDAR Beam Configuration for 3D Object Detection and Localization  Dengxin Dai, Luc van Gool, Ke Li, Ozan Unal, Niclas Vödisch
Existing learning methods for LiDAR-based applications use 3D points scanned under a pre-determined beam configuration, e.g., the elevation angles of beams are often evenly distributed. Those fixed configurations...
Pytorch
291
Apple LiDAR stream
04/06/2021
1 week ago
Stream Apple LiDAR (iPad/iPhone) data with open3D
Python
ipad iphone open3d
292
HRWN
02/11/2019
4 months ago
This example implements the paper in review [Joint Classification of Hyperspectral and LiDAR Data Using Hierarchical Random Walk and Deep CNN Architecture]
Python
convolutional-neural-networks hyperspectral-image-classification random-walk
293
Lasernet
07/09/2020
1 month ago
Implementing Uber's Lasernet LiDAR detector in Tensorflow 2.0
Python
autonomous-vehicles object-detection
294
HypelCNN
12/04/2020
this week
A Deep Learning Classification Framework with Spectral and Spatial Feature Fusion Layers for Hyperspectral and LiDAR Sensor Data
Jupyter
Tensorflow
neural-networks fusion gan hsi
295
LiDARForestryHeight
27/08/2019
3 weeks ago
Plugin generates heights raster maps from LiDAR classified point clouds (las and laz formats)
Python
Other
dem dsm dtm forest forestry geotif qgis3-plugin raster
296
Railroad
15/06/2018
2 weeks ago
Robust Railroad Infrastructure Detection Framework
C++
Opencv
lastools pcl point-cloud railroad
297
Frustum Pointpillars
20/10/2021
this week
Frustum PointPillars: A Multi Stage Approach for 3D Object Detection using RGB Camera and LiDAR
Python
Pytorch
3d-object-detection autonomous-driving neural-networks frustum-pointnet pedestrian-detection point-cloud pointpillars real-time rgb sensor-fusion
298
LiDAR camera calibrator
08/02/2022
this week
ROS package to calibrate the extrinsic parameters between LiDAR and Camera.
C++
calibration camera lidar-camera lidar-camera-calibration lidar-camera-fusion ros
299
Didi challenge 2017 Python
06/07/2017
6 months ago
Goal of project was to detect vehicles and pedestrians using LiDAR points in real time.
Jupyter
Keras
ros selfdrivingcar
300
Unscented KalmanFilter
06/04/2017
1 month ago
Unscented Kalman Filter (in C++) for Self Driving Car (AV) Project. Using Sensor Fusion, combines noisy data from Radar and LiDAR sensors on a self driving car to predict a smooth position for seen objects.
C++
autonomous-vehicles kalman-filter radar self-driving-car sensor-fusion udacity unscented-kalman-filter
301
DepthMap
20/04/2021
2 weeks ago
Obtain a depth map from a LiDAR scanner
Swift
arkit ipad lidar-scanner swiftui
302
IPhone 3D Reconstruction
12/08/2021
1 week ago
Python
iphone open3d open3d-python record3d
303
LiDAR threejs playground
30/10/2017
1 month ago
Exploring LiDAR data from self driving cars with Three.JS and other methods
Html
Javascript
driving-cars lidar-point-cloud
304
Dsrv data
28/01/2022
3 weeks ago
Data, code and pretrained models for Deep Surface Reconstruction from Point Clouds with Visibility Information
Python
3d-reconstruction computer-vision neural-networks point-cloud
305
iOS LiDAR scanner
23/12/2020
this week
Learning and experimenting with LiDAR on Swift & ARKit
Swift
arkit ios realitykit
306
Blickfeld scanner lib
14/05/2020
1 month ago
Cross platform library to communicate with LiDAR devices of the Blickfeld GmbH.
C++
blickfeld cross-platform depth-image point-cloud point-cloud-library point-cloud-processing range-image
307
Techblog arscnview mesh demo
26/04/2021
this week
OPTiM TECH BLOG ARKit LiDAR 3 SceneKit
Swift
arkit ios ipados scenekit swiftui techblog
308
RTLS
20/12/2018
1 month ago
RTLS: Tools to Process Point Clouds Derived from Terrestrial Laser Scanning
R
309
Node rpLiDAR
01/10/2016
2 months ago
A Node.Js library for the RPLiDAR V1
Javascript
node rplidar schemapack ws
310
 Have I been here before? Learning to Close the Loop with LiDAR Data in Graph Based SLAM  Svenja Spindeldreier, Mathieu Labbé, Marvin Stuede, Tim-Lukas Habich
This work presents an extension of graph-based SLAM methods to exploit the potential of 3D laser scans for loop detection. Every high-dimensional point cloud is replaced by a compact global descriptor,...
311
HoloSkype
10/10/2020
3 weeks ago
FaceID to Hologram all in one script
Python
Three-js
Webgl
faceid hologram holographic holoplay looking-glass record3d truedepth
312
Ouster Python
07/11/2018
1 week ago
Python client for the Ouster LiDAR OS 1
Python
ouster
313
PyLiDAR
13/11/2019
2 weeks ago
A set of Python modules which makes it easy to write LiDAR processing code in Python
Python
las rios
314
RacingCARLA
04/09/2020
1 month ago
Learning Model Predictive Control (LMPC) for autonomous racing in CARLA 3D environment.
Python
3d-environment neural-networks carla carla-driving-simulator computer-vision iterative-learning lidar-point-cloud lmpc mpc-control optimal-control racing radar reinforcement-learning reinforcement-learning-environments self-driving-car
315
Atreus
10/05/2020
2 months ago
A test simulation of all projects and models from time to time.
Python
Opencv
artag ball-detection gazebo global-planner gps imu localization obstacle-avoidance pcl robotics ros teleoperation traffic-light
316
F1tenth RL
23/05/2020
this week
Dqn with LiDAR data on f1tenth real car or f1tenth simulator
Python
Tensorflow
deep-reinforcement-learning dqn f110 f1tenth reinforcement-learning rl ros ros-melodic tensorflow2
317
ImmersivePoints
11/01/2020
1 week ago
Visualise your data in virtual reality with ImmersivePoints
Html
hacktoberfest oculus-quest point-cloud self-driving-car virtual-reality-devices
318
LiDARtoolkit
05/06/2019
10 months ago
Simplifying LiDAR point cloud processing and rapid prototyping
Python
kitti-dataset lidar-data lidar-data-manipulation lidar-object-tracking lidar-point-cloud point-cloud
319
OpenLiDARToolbox
09/03/2021
1 week ago
Open LiDAR Toolbox is a QGIS Plugin for ALS Data by Stefan Eichert, Benjamin tular and Edisa Lozi 2021
Python
airborne-laserscanner archaeology gis lidar-data lidar-point-cloud point-cloud qgis-plugin remote-sensing
320
 Multi Modal LiDAR Dataset for Benchmarking General Purpose Localization and Mapping Algorithms
LiDAR technology has evolved significantly over the last decade, with higher resolution, better accuracy, and lower cost devices available today. In addition, new scanning modalities and novel sensor technologies...
Tensorflow
321
Fusion of LiDAR and Camera
322
These repo is deprecated. A new virtual LiDAR is created in DeeperGTAV. https://github.com/gdpinchina/DeeperGTAV
323
DenseMap
27/11/2020
this week
Creates a dense depth map from LiDAR point clouds.
Python
depth-map kitti-dataset point-cloud projection-mapping
324
Laser deskew
23/01/2020
1 month ago
Ros package for 2D laser deskew using tf.
C++
deskew laser ros undistortion
325
SpartronicsLib
05/05/2019
3 weeks ago
FRC library with V SLAM, trajectory generation, and LiDAR object detection capabilities
Java
frc frc-java path-planning slam wpilib
326
Obstacle Avoidance ROS
09/11/2020
3 weeks ago
A ROS node that allows for a naive obstacle avoidance behavior based on laser scans from a LiDAR (Gazebo simulation).
Python
gazebo obstacles ros rospy
327
RpLiDAR.Net
28/08/2019
1 month ago
RPLiDAR API in C#
C#
dotnet-core rplidar
328
Forest hype
07/03/2019
3 months ago
Remote Sensing and Machine Learning in Forestry Applications
Jupyter
forest-inventory hyperspectral-imaging remote-sensing tree-species-classification
329
Rticonnextdds usecases automotive
02/06/2017
4 months ago
This use case shows how Connext DDS can be used by Autonomous Vehicle developers to leverage RTIs extensive experience with autonomous robotics, safety critical systems and state of the art architectures to simplify development, design and integration.
C++
automotive examplecode rti-connext-dds
330
LiDARBicycleDetection
25/01/2018
10 months ago
Code and documents to support the Thesis: Progress Towards LiDAR Based Bicycle Detection in Urban Environments Edit Add topics
Matlab
bicycle-detection lidar-data lidar-measurements lidar-object-tracking lidar-point-cloud
331
GeoFabrics
11/05/2021
2 months ago
A package for generating hydrologically conditioned DEMs and roughness maps from LiDAR and other infrastructure data. Check hte wiki for install and usage instructions, and documentation at https://rosepearson.Github.Io/GeoFabrics/
Python
automated conditioned dems hydrologically roughness
332
MetalWorldTextureScan
24/02/2022
this week
Scan the environment and create a textured mesh with ARKit
Swift
3d arkit mesh metal scan texture
333
Diy ROS robot
20/11/2021
2 weeks ago
DIY ROS mobile robot
Cmake
Python
autonomous differential-drive diy mobile-robot pigpio raspberry-pi robotics ros ros-noetic tutorial
335
LiDARPC KDTree
10/08/2019
3 months ago
Comparison of KDTree implementations for LiDAR PointClouds (PC)
Jupyter
Cuda
Python
kd-tree point-cloud structure-from-motion
336
PDAL unity
07/12/2019
4 months ago
A Unity demo of the Point Data Abstraction Library (PDAL)
Html
C#
Unity
Other
las pdal point-cloud
337
Odometry fusion
11/09/2020
this week
Simple ROS node for fusing LiDAR and visual odometries with GTSAM
C++
gtsam odometry ros sensor-fusion slam
338
Tools make planes
27/12/2018
1 month ago
AVOD needs the planes file to provide ground plane information, but the official planes generation tool has not yet been provided, which brings great difficulty to the test work. This project is used to generate planes files especially for AVOD testing.
Python
avod kitti make-planes tools
339
Line (wall) extraction using LiDAR sensor data with recursive Split and Merge algorithm.
Cmake
autonomous-mobile-robots line-extraction ros split-and-merge-algorithm
340
RCDCamera
12/01/2021
5 months ago
Remote Color Depth Camera without any 3rd party dependencies in iOS.
Swift
arkit avfoundation depth-image depth-images ios ipados network realsense socket
341
Ipad LiDAR2ros
29/01/2021
1 week ago
Publish iPad Pro LiDAR data & more in ROS 2 source code & assets only
Swift
Other
app depth ipad point-cloud ros2
342
Swarm robotics webots
05/07/2020
1 month ago
This is a repo containing my work in implementing common swarm robotics algorithms using the Webots simulator.
Python
differential-drive robotics robotics-algorithms robotics-programming robotics-simulation simulation swarm-intelligence swarm-robotics swarm-robotics-simulation swarm-robots webots
343
Dash sdk
17/06/2021
1 week ago
D.ASH Digital Autonomy Services Hub, a High Performance Robot Autonomy Stack for remote operational requirements
Html
amcl boston-dynamics-spot bvlos clearpath neural-networks imitation-learning localization move-base navigation path-planning robot-driver ros ros2 slam spot-driver streaming supervised-learning
344
Teraranger array
26/06/2017
1 years ago
ROS package for TeraRanger sensor arrays
C++
multiflex rangefinder robotics ros sensor terabee teraranger teraranger-array teraranger-evo teraranger-hub teraranger-multiflex teraranger-one teraranger-tower
345
IndoorPointCloudViewer
08/05/2021
4 weeks ago
Delft University of Technology MSc. Geomatics Synthesis (GEO1101) Project 5: 3D Representations for Visual Insight
C++
Unreal-engine
3d-visualization indoor-environments point-cloud
346
PCLSegmentation
10/03/2021
2 months ago
Tensorflow 2.6 Pipeline for Semantic Pointcloud Segmentation with SqueezeSeqV2, Darknet21 and Darknet52.
Python
autonomous-vehicles computer-vision lidar-point-cloud neural-networks point-cloud segmentation squeezesegv2
347
LiDAR Inertial
18/07/2017
8 months ago
Interface for inertial(oxts2000) and LiDAR(Velodyne hdl 32e)
C++
autonomous-vehicles inertial-sensors interface
348
Awesome rgbd datasets
26/01/2022
this week
This repository contains information for the paper "A Survey on RGB D Datasets" and is a collaborative initiative to update the datasets list faster.
awesome awesome-list datasets depth depth-estimation rgb-d survey
349
Dem depression level set method
31/12/2017
3 weeks ago
Delineating nested hierarchy of topographic depressions in digital elevation models (DEMs) using level set methods
Python
dems digital-elevation-model gis topographic-depressions
350
Dunk
02/09/2018
8 months ago
A fast ICP SLAM implementation for FRC robots
C++
frc localization mapping slam
351
Dusty gan
24/02/2021
1 month ago
Learning to Drop Points for LiDAR Scan Synthesis (IROS 2021)
Python
generative-adversarial-networks
352
3D Reconstruction
17/11/2016
2 months ago
Sensor Data Fusion (camera + LiDAR) for 3D reconstruction
Jupyter
3d-reconstruction calibration camera neural-networks fusion sensor
353
Ros detection legs
26/08/2020
4 weeks ago
Detect legs from LiDAR data
Python
neural-networks ros tensorflow2
354
LiDAR camera calibration
06/05/2017
6 months ago
LiDAR camera calibration for DiDi competition
Jupyter
calibration camera computer-vision didi-challenge ros rosbag
355
SCADC DepthCompletion
02/04/2021
this week
ICASSP 2021: Scene Completeness Aware LiDAR Depth Completion for Driving Scenario
Python
3d autonomous-driving autonomous-vehicles computer-vision neural-networks depth-completion depth-estimation icassp icassp2021 scene-reconstruction stereo-vision
356
VL53L0X TM4C123G
05/08/2018
4 months ago
STMicroelectronics VL53L0X ToF Ranging Sensor Driver Library for TI TM4C123G Microcontroller
C
driver ranging-sensor vl53l0x
357
Pytorch implementation of ShellNet, which is used for pointcloud based row detection. ROS integration for robots is available.
Python
Pytorch
agriculture-robots convolution convolutional-neural-networks lidar-point-cloud neural-networks point-cloud pointcloud-data robotics ros row-detection semantic-segmentation shellnet
358
Pretrained salsanext
13/07/2021
2 weeks ago
Semantic segmentation and transfer learning using pretrained SalsaNext model in MATLAB
Matlab
Other
automated-driving computer-vision neural-networks lidar-object-detection matlab-deep-learning pandaset pointcloud-3d-detection pretrained-models salsanext semantic-segmentation transfer-learning
359
 Detecting and Mapping Trees in Unstructured Environments with a Stereo Camera and Pseudo LiDAR  Mark Campbell, Jacopo Banfi, Carlos Diaz-Ruiz, Brian H. Wang
We present a method for detecting and mapping trees in noisy stereo camera point clouds, using a learned 3-D object detector. Inspired by recent advancements in 3-D object detection using a pseudo-LiDAR...
360
Domain adaptation for LiDAR resource list
361
Indoor reconstruction
19/05/2019
1 month ago
Reconstruction of Indoor Environments Using VLP 16 and Tinkerforge IMU 2.0
Makefile
imu-sensor indoor-reconstruction point-cloud reality-capture tinkerforge vlp-16
362
LiDAR Obstacle Detection
27/01/2021
1 week ago
LiDAR Obstacle Detection Filter(Voxel Grid filter and Cropping), segment(3D RANSAC algorithm), and cluster (3D kd tree and euclidean clustering) real point cloud data to detect obstacles in a driving environment.
C++
bounding-boxes kdtree lidar-point-cloud point-cloud proximity-search ransac voxel-grid-filter
363
LiDAR obstacle detection
19/05/2020
1 month ago
Obstacle detection using LiDAR point cloud
C++
bounding-boxes clusters kd-tree lidar-point-cloud obstacle-detection segmentation
364
PointCloudViewer
06/10/2017
3 weeks ago
Sample application which uses Xamarin with Monogame framework to visualize point clouds
C#
3d android gis monogame monogame-framework point-cloud windows xamarin
365
Laser
24/04/2017
5 months ago
Single header library for loading LiDAR LAS files.
C
c++ las public-domain
366
Laser merge
21/03/2019
10 months ago
ROS node to merge LaserScan data from LiDAR and Kinect sensors
Cmake
kinect kinect-sensor ros ros-kinetic
367
Point Planenet
16/03/2020
4 months ago
Point PlaneNet: Plane kernel based convolutional neural network for point clouds analysis
Python
Tensorflow
3d classification neural-networks geometry-processing lidar-point-cloud modelnet-dataset modelnet40 point-cloud point-planenet pointnet s3dis segmentation shapenet
368
Tree detection
19/02/2020
1 month ago
Python Command line application (CLI) to delineate single trees from LiDAR data, DOM and DTM.
Python
cli delineation detect-trees genetic-algorithm lidar-data lucerne salzburg university watershed
369
LiDAR sr
08/08/2020
2 weeks ago
LiDAR Point Cloud Super Resolution
Python
carla point-cloud super-resolution
370
Visualisation perception 3D
08/01/2021
2 months ago
Several tools for visualizing 3D perception result
Python
3d-object-detection 3d-reconstruction bird-eye-view kitti point-cloud projection velodyne visualization
371
Robosense simulator
31/03/2020
2 months ago
Package for the simulation of the Robosense sensors
C++
Other
gazebo robosense robosense-simulator ros
372
3D Sensor Fusion
05/02/2021
1 month ago
Vehicle Tracking using YOLO v3 (image training) and LiDAR data
C++
2d-feature-framework descriptor-evaluation dnn fast-orb opencv-yolo yolov3
373
Pysicktim
25/04/2019
1 years ago
TIM561 Python Library
Python
sick sicktim5xx tim561 tim5xx
374
Sensor Fusion
29/05/2019
1 years ago
Sensor Fusion Nanodegree (Udacity) Projects.
C++
clustering euclidean-cluster-extraction kdtree lidar-point-cloud pcd ransac segmentation self-driving-car sensor-fusion
375
Adapt LiDAR tools
15/05/2017
1 month ago
Contains code/project notes/ and Data for GEO+CS LiDAR data processing
C++
full-waveform pulsewaves
376
Point Octree Visualizer
22/05/2018
4 months ago
Visualization of an octree used to partition 3D point data
Javascript
C#
Three-js
377
Terrain Generator
06/01/2020
2 months ago
Generate Unity Terrain from DEM / DGM data.
C#
Unity
Other
378
OpenNRW
15/03/2018
1 month ago
Scripts to process openNRW data
Shell
aerial-imagery elevation-data geoprocessing geospatial-data grass-gis open-data opennrw pdal
379
DMMFODS
28/11/2019
1 week ago
A Deep Multi Modal Fusion Architecture for Heat Map Based Object Detection using Segmentation
Python
Pytorch
colab deep densenet fusion heatmaps multi-modal object-detection semantic-segmentation unet waymo-dataset
380
SLAM UrbanNav Dataset
13/05/2021
4 months ago
Sensor Fusion for vehicle localization using the UrbanNav dataset in ROS
Python
gnss gps imu kalman-filter localization ros sensor-fusion urban-navigation
381
VSSIXA
10/09/2019
4 months ago
Vegetation Spectral Structural Information eXtraction Algorithm (VSSIXA): Working with Point cloud and LiDAR
Python
aggieair algorithm grapex point-cloud surface-area uav uav-imagery vine vineyard volumetric
382
Udacity Sensor Fusion Nanodegree
01/12/2020
2 months ago
Course projects for the Sensor Fusion Nanodegree program on Udacity.
C++
radar sensor-fusion udacity-nanodegree
383
Scancontext pybind
21/03/2022
this week
LiDAR place recognition. For fast Python support.
C++
loop-detection place-recognition
384
3D plane segmentation
07/01/2022
this week
Collection of dockerized plane extraction methods for 3D data
C++
lidar-point-cloud plane point-cloud rgbd segmentation slam
385
Pollynet Processing Chain
24/12/2018
1 month ago
NRT LiDAR data processing program for multiwavelength polarization Raman LiDAR network (PollyNET)
Matlab
pollynet pollyxt
386
Code
15/04/2020
2 months ago
All the software used for our robots for the French Robotics Cup
C
can embedded isotp protobuf robotics stm32
387
Autonomous Delivery Drone
28/04/2021
5 months ago
Our implementation of an Autonomous delivery drone system. This project was created under the aegis of E Yantra robotics competition and uses ROS and Gazebo simulator with various environments to test.
Makefile
Opencv
autonomous-drone drone gazebo pid-controller quadcopter ros-melodic ultrasonic-sensor
388
LiDAR LD06 Python loder
07/03/2021
3 weeks ago
This code can use LiDAR's LD06 (LDS06) provided by LDROBOT from Python. And It displays the acquired point cloud in real time in matplotlib.
Python
ld06 ldrobot
389
Agn leg detection
03/05/2019
4 weeks ago
Leg detection package through LaserScan 2D points.
Python
laser laserscan ros ros-kinetic
390
LiDAR gta 5
19/03/2019
2 months ago
A LiDAR plugin for GTA 5 that generates data similar to KITTI data set.
C++
gta5 kitti-dataset mod raycast-algorithm
391
Hfl driver
13/07/2020
3 months ago
ROS driver for Continental's 3D Flash LiDAR
C++
Other
automotive industry perception point-cloud ros vision
392
LiDAR stm32
07/12/2020
1 month ago
RPLiDAR A3 scanning and point cloud visualization on STM32 microcontroller.
C
cv embedded point-cloud rplidar-a3 stm32 visualization
393
Lira mot
05/09/2021
3 weeks ago
Code of my Bachelor's Degree Thesis "Multi Object Tracking system based on LiDAR and RADAR for Intelligent Vehicles applications" developed at RobeSafe Research Group (University of Alcal) under the supervision of Prof. Luis Miguel Bergasa and PhD student Carlos Gmez Hulamo.
Python
autonomous-driving multi-object-tracking object-detection radar sensor-fusion
394
MecanumWheelRobot
04/05/2021
this week
MecanumWheelRobot based on LiDAR positioning system with Kalman Filter. Arduino + Raspberry + Matlab GUI control using ROS.
C++
arduino kalman-filter matlab-gui raspberry ros
395
TDC7200
10/03/2018
this week
Arduino library for the Texas Instruments TDC7200 Time to Digital Converter for Time of Flight Applications in LiDAR, Magnetostrictive and Flow Meters
C++
arduino arduino-library tdc texas-instruments time-of-flight ultrasonic ultrasound
396
PointCloudTools
29/07/2020
3 weeks ago
Massive airborne laser altimetry (ALS) point cloud and digital elevation model (DEM) processing library.
C++
ahn change-detection digital-elevation-model point-cloud vegetation
397
Odas
20/07/2018
3 months ago
ODAS: Optimization based Detection of Architectural Symmetries
C++
airborne-laserscanner buildings optimization point-cloud remote-sensing symmetry-detection
398
Object detection and transfer learning on point clouds using pretrained Complex YOLOv4 models in MATLAB
Matlab
Other
computer-vision neural-networks lidar-object-detection matlab-deep-learning object-detection pretrained-models tiny-yolov4 transfer-learning yolo yolov4
399
Wetland Hydrology Analyst Toolbox
12/07/2019
3 weeks ago
An ArcGIS toolbox for wetland hydrology
Python
arcgis gis hydrology image-processing remote-sensing wetlands
400
Agscan3D
10/12/2020
3 weeks ago
This repository contains the code and datasets used in the paper "Canopy Density Estimation in Perennial HorticultureCrops Using 3D Spinning LiDAR SLAM" https://onlinelibrary.Wiley.Com/doi/abs/10.1002/rob.22006
canopy density point-cloud slam
401
GEDI BDL
21/07/2021
2 months ago
This repository provides the code used to create the results presented in "Global canopy height regression and uncertainty estimation from GEDI LiDAR waveforms with deep ensembles".
Python
1d-cnn 1d-convolution bayesian-deep-learning convolutional-neural-networks deep-ensembles neural-networks gedi regression uncertainty-estimation waveform
402
Depression Analysis Toolbox
12/07/2019
1 week ago
An ArcGIS toolbox for identifying nested depressions in digital elevation models (DEMs)
Python
digital-elevation-model geospatial gis image-processing remote-sensing
403
SLAM
21/04/2018
1 years ago
Simultaneous Localization and Mapping using particle filters
Tex
ese650 imu particle-filter slam
404
GAAS contrib
17/10/2020
7 months ago
Towards L5 Autonomous Flying Cars, a Robust Framework Extends GAAS with LiDARs!
C++
autonomous-driving flying-car gaas gaas-contrib
405
DepthMapDemo
13/12/2020
5 months ago
Access and display the depth data from an LiDAR enabled iOS device (WIP)
Swift
arkit depthbuffer ios
406
Turtlebot3 SLAM from scratch
06/04/2021
2 weeks ago
Implementation of feature based EKF SLAM with unsupervised learning in C++ from scratch
C++
autonomous-robots ekf-slam kinematic-modeling lie-groups localization mapping navigation path-planning planning robotics ros slam turtlebot3
407
Coop 3Dod infra
21/08/2021
1 month ago
Cooperative 3D Object Detection using Infrastructure Sensors
Python
Pytorch
3d-object-detection autonomous-driving neural-networks
408
 Improvements to Target Based 3D LiDAR to Camera Calibration  Jiunn-Kai Huang, Jessy W. Grizzle
The homogeneous transformation between a LiDAR and monocular camera is required for sensor fusion tasks, such as SLAM. While determining such a transformation is not considered glamorous in any sense of...


 LiDARTag: A Real Time Fiducial Tag System for Point Clouds  Jessy W. Grizzle, Shoutian Wang, Jiunn-Kai Huang, Maani Ghaffari
Image-based fiducial markers are useful in problems such as object tracking in cluttered or textureless environments, camera (and multi-sensor) calibration tasks, and vision-based simultaneous localization...


 Global Unifying Intrinsic Calibration for Spinning and Solid State LiDARs  Jessy W. Grizzle, Maani Ghaffari, Madhav Achar, Chenxi Feng, Jiunn-Kai Huang
Sensor calibration, which can be intrinsic or extrinsic, is an essential step to achieve the measurement accuracy required for modern perception and navigation systems deployed on autonomous robots. To...
409
 LiDAR Sensor modeling and Data augmentation with GANs for Autonomous driving  Mohamed Zahran, Nader Essam, Ibrahim Sobh, Ahmad El Sallab
In the autonomous driving domain, data collection and annotation from real vehicles are expensive and sometimes unsafe. Simulators are often used for data augmentation, which requires realistic sensor...
410
 Adaptive LiDAR Sampling and Depth Completion using Ensemble Variance  Eyal Gofer, Shachar Praisler, Guy Gilboa
This work considers the problem of depth completion, with or without image data, where an algorithm may measure the depth of a prescribed limited number of pixels. The algorithmic challenge is to choose...
Pytorch
411
Forestfrag3D
22/11/2016
1 years ago
Code for Reproducibility of Generalized 3D Fragmentation Index Paper (Petras et al. 2017)
Shell
3d-raster 3d-raster-algebra analysis forestry grass-gis lidar-point-clouds open-science paper point-cloud raster-algebra reproducibility reproducible-research spatial-index spatial-pattern voxel-model
412
LiDAR undistortion
02/05/2020
8 months ago
A header only program of 3D rotary LiDAR undistortion using 9 axis imu
C++
imu undistortion
413
Vrep plugin Velodyne
19/08/2017
5 months ago
V REP plugin that publishes a full revolution of PointCloud2 point into ROS
C++
point-cloud pointcloud2 ros v-rep vrep vrep-plugin-velodyne
414
Ground detection
12/08/2019
2 months ago
A flask based API to detect and return ground points in a LiDAR file on s3
Python
flask ground-detection ground-segmentation
415
Region Proposal generation on images using clustering in Pointcloud Currently only for Pedestrians
Python
clustering dbscan images kitti-dataset pedestrian-detection point-cloud region-proposal region-proposals
416
LiDAR obstacle detection
13/04/2020
2 months ago
Point Cloud processing (VoxelGrid Downsampling, RANSAC Segmentation, KDTree Euclidean Clustering) for obstacle detection for autonomous vehicles.
C++
3d-detection kdtree lidar-point-cloud pcl ransac-algorithm
417
Tnris.Org
10/09/2019
2 months ago
The Texas Natural Resources Information System (TNRIS) website.
Nunjucks
data geospatial gis historical imagery static-site-generator stratmap texas tnris twdb
418
Cl2nc
26/09/2017
12 months ago
Convert Vaisala CL51 and CL31 ceilometer dat files to NetCDF
Python
ceilometer cl31 cl51 hdf netcdf vaisala
419
Use LiDAR to detect traffic, including cars and trucks, and other obstacles (e.G. Poles, traffic signs) on a narrow street.
C++
Opencv
autonomous-driving autonomous-vehicles object-detection point-cloud self-driving-car sensor-fusion sensors
420
LiDARStm32f103
27/10/2021
1 month ago
Ladar MB 1R2T connection stm32f103 board
C
cubeide dma stm32 stm32f103
421
TjuAgvCar
13/08/2018
1 month ago
Sources for the Tju AGV car based on Jetson TX, ROS and Tensorflow
Python
agv convolutional-neural-networks realsense ros tju
422
LiDAR dewarping
21/04/2020
8 months ago
Experiments with de-warping LiDAR scans
Python
dewarping laser ros rplidar rplidar-a1 rplidara1
423
LiDAR visualizations
31/10/2020
9 months ago
Messing around with LiDAR.
C++
point-cloud rplidar rplidar-a3 sfml visualization
424
LiDARLimbs
19/03/2021
3 weeks ago
PerCollECT for LiDAR Sensors: https://percollect.Github.Io/LiDARLimbs/
Html
automotive cause effect phenomenon sensor simulation
425
PolarPcolor
21/03/2020
3 months ago
PolarPcolor draws a pseudocolor plot in polar coordinates with a polar grid.
Matlab
polar-coordinates ppi pseudocolor-plot radar rhi visualization
426
All issues, discussions etc. On mirror: https://gitlab.Com/tuda fzd/perception sensor modeling/object based generic perception object model
C++
Other
automated-driving automotive model radar
427
LiDAR to depth image converter
26/06/2020
1 month ago
This repository contains a C++ code to convert LiDAR images from KITTI dataset to 2D depth images
C++
Opencv
boost kitti kitti-2d kitti-dataset linux ubuntu velodyne
428
HoloScan
10/03/2021
1 week ago
Hologram viewer for LiDAR/TrueDepth scans in the PLY format
Python
hologram holographic holoplay looking-glass pythonista
429
LiDAR2tiles
16/08/2017
4 months ago
A BASH script to process Environment Agency LiDAR data and create map tiles of surface features
Shell
gdal openstreetmap tiles
430
Velodyne pcap
08/08/2016
1 years ago
Capture LiDAR ethernet packet as pcap file
C++
pcap velodyne
431
F1tenth RL BDI
09/07/2020
6 months ago
Implementation of a BDI driver agent that uses BDI plans for high level path planning and Reinforcement Learning for low level control. Environment: f1tenth car and simulator.
Java
Tensorflow
agent bdi car-simulator deep-reinforcement-learning dqn f1tenth jacamo jason multiagent-systems reinforcement-learning rl ros ros-melodic tensorflow2
432
Transbot Jetson
25/11/2021
3 weeks ago
Yahboom ROS Transbot Robot with LiDAR Depth camera support MoveIt 3D mapping for Nvidia Jetson NANO 4GB B01
Python
3d-mapping depth-camera educational lidar-point-cloud mapping moveit nvidia release robotics ros yahboom
433
Pc alignment tools
10/04/2021
1 week ago
Calibration of LiDAR Sensors PointCloud Alignment/Registration tools with PCL & ROS
C++
icp iterative-closest-point lidar-calibration lidar-point-cloud lidar-sensors lidar-sensors-calibration message-filters pcl pcl-library pcl-registration point-cloud point-cloud-alignment point-cloud-registration ros ros-message-filters ros-tf ros-tf-library ros-tf2 tf2
434
Tfmini
12/01/2018
4 months ago
TFMini Micro LiDAR Module
Python
tfmini
435
LiDARio
07/11/2020
8 months ago
High level Python library to manipulate LiDAR raster and point cloud.
Python
gis library point-cloud raster
436
LiDAR Simulation Using Unity ROS
07/09/2020
2 months ago
Simulating a LiDAR in unity and publishing that data on a ROS topic
C#
Unity
ros simulation unity-robotics
437
Pcv
18/04/2021
5 months ago
The Point Cloud Viewer
Javascript
438
Jakarto datasets
06/12/2019
1 years ago
Jakarto datasets containing real world 3D data from LiDAR sensors.
Python
datasets jakarto lidar-point-cloud neural-networks object-detection point-cloud pointcloud-3d-detection
439
LiDAR scan map
03/11/2020
2 months ago
The goal of this project is to use scanning LiDAR to create a map which will enable autonomous navigation of a simple robot
Python
Opencv
arduino autonomous autonomous-navigation imu omni-wheel raspberry-pi-3 raspberrypi robotics tfminiplus vhotsmcomp
440
Ground Segmentation Benchmark
02/03/2022
this week
Ground segmentation benchmark in SemanticKITTI dataset
C++
ground-detection ground-segmentation lidar-data lidar-point-cloud point-cloud
441
LiDAR deckgl example
12/06/2019
1 month ago
DeckGL example using LiDAR data
Javascript
data-visualisation data-visualization deck-gl deckgl lidar-point-cloud
442
 3D ToF LiDAR in Mobile Robotics: A Review
In the past ten years, the use of 3D Time-of-Flight (ToF) LiDARs in mobile robotics has grown rapidly. Based on our accumulation of relevant research, this article systematically reviews and analyzes the...
443
 Noise Aware Unsupervised Deep LiDAR Stereo Fusion  Pan Ji, Yiran Zhong, Yuchao Dao, Xuelian Cheng, Hongdong Li
In this paper, we present LiDARStereoNet, the first unsupervised LiDAR-stereofusion network, which can be trained in an end-to-end manner without the needof ground truth depth maps. By introducing a novel...
conference
Pytorch
444
Keyboard: A modular framework for comparing different algorithms used in mapping and localization.
C++
lidar-slam point-cloud slam slam-algorithms
445
Pa SLAM
31/03/2019
1 month ago
LiDAR based SLAM ROS node
C++
ros ros-melodic slam slam-algorithms
446
3DScanner
23/08/2017
1 month ago
3D LiDAR Scanner
C
Opengl
3d-printing 3d-scanner arduino lua motor turret
447
Leuze RS4 reverse engineering
31/01/2017
2 years ago
Reverse engineering Leuze RS4 4 laser scanner
Roff
laser rangefinder reverse-engineering
448
Pyhydro
19/11/2019
3 weeks ago
A Python package for modeling fill spill hydrology in depression dominated landscapes
Python
digital-elevation-model geoprocessing gis hydrology remote-sen terrain-analysis
449
ROS My Robot Files
08/10/2015
10 months ago
Robot navigation with ROS
Python
gazebo navigation
450
Python module
16/09/2020
6 months ago
Python module to query an fetch the 3D ARD project
Python
Jupyter
3d 3d-graphics 3d-mesh dataset open3d-python photogrammetry point-cloud
451
Robot2020
18/09/2019
1 years ago
2019 2020 robot code
Javascript
Python
autonomous-driving computer-vision mining nasa-rmc p5js pathing raspberry-pi robotics
452
Monsterborg ros package
07/01/2019
5 months ago
ROS package for a MonsterBorg based multipurpose robot
C++
camera imu joystick monsterborg robotics ros
453
EKF for Radar and LiDAR measurements to estimate the position and velocity an object, for example a pedestrian
C++
ekf lidar-object-tracking object-detection radar radar-object-tracking sensor-fusion tracking
454
Owly3D
26/06/2017
2 years ago
Visualization of sensor data and motion simulation for car models
Java
3d-graphics joystick motion-planning visualization
455
Mpl2nc
18/04/2018
1 month ago
Convert Sigma Space Micro Pulse LiDAR (MPL) data files to NetCDF
Python
atmospheric-science backscatter hdf minimpl mpl netcdf
456
Pymcc
09/05/2019
8 months ago
Python bindings for multiscale curvature classification of point clouds (MCC)
C++
classification-algorithm geomorphology photogrammetry point-cloud
457
Sweep processing
24/07/2017
1 years ago
Sweep Library for Processing
Java
hardware library processing sensor sweep
458
VelodyneLiDARViewer
18/01/2020
1 years ago
Velodyne LiDAR Viewer For Unity
Unity
lidar-point-cloud pcap point-cloud puck realtime ultrapuck velodyne viewer
459
LoGG3D Net
02/02/2022
2 weeks ago
The official repository for paper "LoGG3D Net: Locally Guided Global Descriptor Learning for 3D Place Recognition" To appear in 2022 IEEE International Conference on Robotics and Automation (ICRA) https://arxiv.Org/abs/2109.08336
Python
Other
3d contrastive-loss neural-networks learning lidar-point-cloud place-recognition point-cloud pytroch robotics
460
Agreenium training 2018
06/03/2018
2 years ago
Html
3d-reconstruction plant-architecture sensitivity-analysis simulation training-materials tree
461
Omega2 LiDAR Kit
15/01/2019
7 months ago
For use with the Omega2 Wireless 360 LiDAR Kit
Python
omega2
462
LASindex.Jl
09/06/2017
1 month ago
Pure Julia reader of lasindex .Lax files
Julia
geospatial lasio lastools lax point-cloud
463
Mammoth A TLS
30/04/2020
5 months ago
Automated Terrestrial Laser Scan used to detect and scan snow events.
Shell
a-tls laser laz riegl rxp scan scanner snowfall-event snowfall-events terrestrial tls vz1000i vz400i
464
Extended Kalman Filter
26/04/2021
3 weeks ago
Utilized an Extended Kalman Filter and Sensor Fusion to estimate the state of a moving object of interest with noisy LiDAR and radar measurements. The project involved utilzing LiDAR data (Point Cloud) for position and radar data (Doppler) for radial velocity.
C++
extended-kalman-filters lidar-data lidar-measurements lidar-point-cloud radar radar-data radar-measurements
465
Modular OSMP Framework
07/06/2021
2 months ago
All issues, discussions etc. On mirror: https://gitlab.Com/tuda fzd/perception sensor modeling/modular osmp framework
C++
Other
automotive camera radar sensor-modeling simulation-framework
466
Extended Kalman Filter Project P5
14/01/2019
1 years ago
The project includes LiDAR and Radar data fusion. The radar measurement space being a non linear function requires linearization to apply Kalman Filter. This is done using Taylor series and Jacobian matrices in an Extended Kalman Filter approach.
C++
extended-kalman-filter extended-kalman-filters kalman-filter radar self-driving-car udacity-self-driving-car
467
Astyx
05/12/2020
3 weeks ago
An API to access the Astyx Hires dataset
Python
astyx camera dataset ground-truth
468
Python for remote sensing
09/06/2019
this week
Python codes for remote sensing applications will be uploaded here. I will try to teach everything I learn during my projects in here.
Jupyter
Python
gdal point-cloud remote-sensing scikit-learn
469
Pi Robotics
09/08/2017
1 years ago
Secure blockchain encryption demonstrated through embedded system autonomous cars using Xbee, ultrasonic sensors, and LiDAR sensors (Raspberry Pi side, OOP Python) Arduino side: https://github.Com/nathancy/Arduino Robotics
Python
arduino blockchain embedded-systems raspberry-pi raspberrypi ultrasonic-sensors xbee
470
PyLiDAR2
03/03/2019
1 week ago
PyLiDAR2 is Python 2 package to get data from LiDAR devices from various manufacturers.
Python
autonomous-driving autonomous-vehicles lidar-navigation lidar-point-cloud neural-networks ydlidar-x4
471
Multi LiDAR calibration
07/12/2021
this week
Calibrate extrinsic parameters of multi LiDARs, based on ICP or NDT, etc.
C++
calibration lidar-calibration multi-lidars ros
472
Point cloud 3D
13/01/2021
2 months ago
QGis plugin for integrate Point Clouds from LiDAR or Photogrammetry
Python
photogrammetry point-cloud qgis remote
473
BunnyBots 2018
01/09/2018
2 years ago
SERT's code for the 2018 BunnyBots game: Box 'Em Up
Kotlin
autonomous bunnybots frc robotics
474
Spdlib
06/04/2020
4 months ago
Sorted Pulse Data (SPD) LiDAR processing tools.
C++
lidar-data lidar-point-cloud pulsed-laser-systems remote-sensing small-footprint sorted-pulse-data spd terrestrial-environments
475
LasLiDAR
05/11/2014
11 months ago
A simple Python library for reading LiDAR point clouds from .Las files
Python
geospatial las las-files point-cloud usgs
476
MATLAB and Python tools to extract and synchronize pointclouds and images from a rosbag for extrinsic calibration.
Python
Matlab
camera extrinsic-calibration
477
Tf luna microPython
28/03/2021
this week
A simple microPython i2c library for TF Luna LiDAR Module.
Python
benewake distance-sensor i2c micropython pycom
478
YDLiDARSharp
20/03/2020
6 months ago
.Net wrapper of YDLiDAR sdk
C++
lidar-measurements lidar-point-cloud sdk wrapper wrapper-api wrapper-library ydlidar
479
Pymccrgb
15/05/2019
4 months ago
Multiscale curvature classification of point clouds with color features
Python
classification-algorithm geomorphology photogrammetry point-cloud supervised-learning
480
 Automatic Labeled LiDAR Data Generation based on Precise Human Model  Yoko SASAKI, Masayuki Tanaka, Wonjik Kim, Masatoshi Okutomi
Following improvements in deep neural networks, state-of-the-art networkshave been proposed for human recognition using point clouds captured by LiDAR.However, the performance of these networks strongly...
Tensorflow
481
 Human Segmentation with Dynamic LiDAR Data  Masatoshi Okutomi, Masayuki Tanaka, Wonjik Kim, Tao Zhong
Consecutive LiDAR scans compose dynamic 3D sequences, which contain more abundant information than a single frame. Similar to the development history of image and video perception, dynamic 3D sequence...
482
 LiDAR Camera Calibration using 3D 3D Point correspondences  Kunal Chelani, Vishnu Radhakrishnan, K. M. Krishna, Ankit Dhall
With the advent of autonomous vehicles, LiDAR and cameras have become anindispensable combination of sensors. They both provide rich and complementarydata which can be used by various algorithms and machine...
483
 Analyzing General Purpose Deep Learning Detection and Segmentation Models with Images from a LiDAR as a Camera Sensor  Tomi Westerlund, Jorge Peña Queralta, Sahar Salimpour, Yu Xianjia
Over the last decade, robotic perception algorithms have significantly benefited from the rapid advances in deep learning (DL). Indeed, a significant amount of the autonomy stack of different commercial...
Pytorch
484
LiDAR Guide
14/06/2021
this week
LiDAR Guide
Python
augmented-reality augmented-reality-applications neural-networks deep-reinforcement-learning image-processing lidar-camera-calibration lidar-data lidar-measurements lidar-object-tracking lidar-odometry lidar-point-cloud lidar-slam
485
LiDARSimulation
26/03/2019
2 years ago
Simulation of a LiDAR (Light Detection and Ranging) sensor
C++
lidar-data lidar-measurements lidar-point-cloud lidarlite
486
HEVEN AutonomousCar 2017
21/02/2019
10 months ago
This project is on purpose to make out entire code for '2017 International graduate student, Self Driving Car Competition'. The name of the Car was HeHe(It means HevenCar for Heven. Because our crew's name was Heven) As team leader, I prepared the competition with our HeHe Car and 8 people of team member. With this code, our team got 2nd place at the competition.
Python
Opencv
autonomous-vehicles
487
LiDARScanner3D
14/06/2021
1 month ago
Creates and maps a point cloud of your environment and nearby objects using LiDAR, Arduino, and Unreal Engine 4.
C++
Unreal-engine
arduino arduino-mega arduino-sketch i2c lidar-data lidar-point-cloud uart uart-protocol
488
DEM2basin
22/07/2020
2 months ago
Preprocessing scripts to produce watershed delineated input files from standard source data
Jupyter
Python
digital-elevation-model national-hydrography-dataset raster vector watershed
489
LiDAR
20/01/2018
3 years ago
Code de traitement de donnes du LiDAR d'Hermes
Python
detection obstacle pathfinding
490
3D mapping
14/07/2018
5 months ago
3D mapping using LiDAR TFmini. Softwares: matplotlib(Python) / processing. Microprocessor: Wemos D1 mini / Atmega16 / Atmega32. Motors: stepper / servo. Motor driver: A4988.
C++
Python
3d-mapping a4988 atmega16 atmega32 lidar-point-cloud matplotlib p3 processing servo-motor stepper-motor stepper-motor-driver tfmini wemos-d1-mini
491
Multilevel Structure Extraction Based Multi Sensor Data Fusion, Remote Sensing, 2020
Matlab
classification hsi imagefusion
492
Data fusion methods that improve the localization estimates of two communicating vehicles equipped with a LiDAR
Matlab
communicating-vehicles localization-estimates multi-robot-navigation
493
Kalman Filter for Localization
02/01/2021
2 months ago
Kalman filters are really good at taking noisy sensor data and smoothing out the data to make more accurate predictions. For autonomous vehicles, Kalman filters can be used in object tracking. A Kalman filter does this by weighing the uncertainty in your belief about the location versus the uncertainty in the LiDAR or radar measurement. If your belief is very uncertain, the Kalman filter gives more weight to the sensor. If the sensor measurement has more uncertainty, your belief about the location gets more weight than the sensor measurement.
Jupyter
Python
Other
data-visualization datastructures kalman-filter lidar-sensors localization neural-networks object-oriented-programming prediction radar signal vehicle velocity
494
Extended kalman filter
03/02/2019
10 months ago
Implementation of an Extended Kalman Filter (EKF) algorithm in C++ to track and predict a bicycle's position and velocity around a vehicle.
C++
extended-kalman-filter kalman-filter pedestrian-detection radar sensor-fusion
495
Tfluna Python
21/01/2021
8 months ago
Python codes for TF Luna LiDAR module that interface with a Raspberry Pi computer
Python
plot python-codes python-lidar raspberry-pi tf-luna
496
Stair step detector
20/09/2021
this week
Detection of stair steps
C++
3d-object-measurement 3d-slam computer-vision depth-camera l515 metrology object-detection perception realsense robotic-sensing robotics ros2 slam stair-step-detection
497
RPLiDAR4J
15/01/2017
2 years ago
[DEPRECATED] A Java library to manage the sensors RPLiDAR A1 and RPLiDAR A2 (Deprecated) Use better, the library usb devices
Java
deprecated-repo embedded-systems lego-ev3 mindstorms raspberry-pi robotics rplidar sensors
498
Application as part of a master's thesis titled 'Reconstruction of buildings and mountainous areas in LiDAR point clouds' working on LiDAR data of Slovenia
Java
computer-graphics las-files lidar-point-cloud point-cloud
499
AuE893 Perception and Intelligence
26/03/2020
2 months ago
This repository contains class work and practice examples for the camera, RADRA, and LiDAR data processing for object detection. Deep learning methods are used for object detection from an image.
Jupyter
camera-calibration image-classification image-processing image-recognition lidar-data lidar-point-cloud perception perceptron-learning-algorithm radar
500
Robotcraft pathfinding
16/12/2019
2 months ago
Real world path finding solution of a mapped environment.
Python
astar-algorithm astar-pathfinding gmapping mapping maze maze-solver mobile-robots robotcraft ros ros-navigation slam
501
LibLAS.Jl
10/05/2015
5 months ago
Julia wrapper for LibLAS, a library for reading and writing the LAS LiDAR format.
Julia
Other
io las laz point-cloud
502
AgriMapper
10/08/2016
1 years ago
A Precision Horticulture 2D Vegetation Mapping Robot
C++
research ros
503
Lkcpp localization
11/06/2017
2 years ago
Turtlebots playing hockey, my contribution: localization
C++
amcl localization monte-carlo-localization robotics ros turtlebot
504
Visual livox
27/02/2022
this week
Livox version V LOAM
C++
visual
505
Cy RoPS
01/06/2018
1 years ago
Matlab
autonomous-vehicles feature-extraction localization mapping
506
Vl53l1x rs
20/07/2018
1 years ago
A Rust library for the VL531X Time of Flight rangefinder.
C
library linux rust rust-library time-of-flight vl53l1x
507
GorpLiDAR
03/10/2018
3 years ago
A library for communicating with the SLAMtec RP LiDAR A1 and A2 models.
Go
driver library rplidar sdk serial
508
Velodyne multi laserscan
23/09/2019
3 months ago
Flatten multiple rings of a Velodyne laser cloud into a single scan
C++
509
ALLINONE Det
09/01/2022
1 week ago
A general and strong 3D object detection codebase that supports more methods, datasets and tools (debugging, recording and analysis).
Python
3d-object-detection autonomous-driving point-cloud
510
Osight LiDAR
20/06/2020
1 years ago
ROS driver for Osight 2D LiDAR, supported by Tianbot
C++
iexxx laser-scanner osight range-finder ros tianbot
511
This repository contains projects using LiDAR, Camera, Radar and Kalman Filters for Sensor Fusion. Since each type of sensors has their inherit strengths and limitations, it is important to investigate how they can complement each other to provide the most reliable results when attempting to determine the position and velocity of obstacles.
C++
camera kalman-filter radar sensor-fusion
512
VL.Devices.SICK
24/07/2019
1 years ago
A VL plugin to interact with SICK LiDARs
sick vl vvvv
513
Ccbrowse
17/04/2013
1 week ago
Web application for browsing data from active Earth observation satellites
Javascript
Other
atmosphere atmospheric-science calipso climate climate-science cloudsat radar satellite
514
Parse XV11 LiDAR on STM32F103
24/05/2017
1 years ago
XV111236
C
stm32 usart xv11
515
Bagman
05/06/2020
1 month ago
Toy client to read Ouster OS1 data in C++ programs external to ROS
C++
imu os1 ouster ouster-packetmsg packetmsg ros rosbag rosbridge websocket-client
516
LiDAR Obstacle Detection
23/05/2020
8 months ago
LiDAR obstacle detection using PCL and C++
C++
lidar-obstacle-detection lidar-point-cloud pcd pcl pcl-library self-driving-car self-driving-cars sensor-fusion
517
Geo1101.2020.Ahn3
18/06/2020
3 months ago
An improved AHN3 gridded DTM/DSM done as university project for the MSc Geomatics @ TU Delft
Python
ahn ahn3 dsm dtm geomatics hydroflattening interpolation laspy point-cloud rasterio rasterization shapely startin tudelft
518
ESP32 Omni
10/06/2020
3 weeks ago
Software to control iOmni based on TTGO T display
C
autonomous-robots esp32
519
LiDAR scanner
02/05/2021
this week
Handheld LiDAR scanner
autodesk-inventor cad camera jetson-xavier-nx lidar-scanner slam
520
Unscented kalman filter cpp
07/04/2017
3 months ago
C++ implementation Unscented Kalman filter for LiDAR and RADAR data (4D data, distance and velocity in x any y)
C++
radar self-driving-car unscented-kalman-filter
521
Batch3Dfier
21/06/2017
3 years ago
A wrapper around 3Dfier to 3Dfy datasets in batch.
Python
3dgis citygml gis
522
RANSAC algorithm implementation for road plane detection and segmentation in the LiDAR point cloud.
C++
cpp-stl lidar-point-cloud ransac regression self-driving-car svd yandex yandex-self-driving-car
523
Detecting objects with LiDAR
28/02/2018
1 years ago
Detecting and classifying objects using LiDAR data of KITTI dataset
Python
neural-networks object-classification object-detection
524
LiDARSim
24/07/2018
8 months ago
Simulate LiDAR beam collisions. Tested in Windows 4.24, 4.20; Linux 4.20. Example project at:
C++
Unreal-engine
525
RpLiDAR a2
27/09/2018
3 months ago
RPLiDAR A2 C++ library
C++
driver ranging rplidar slamtec
526
LiDAR Obstacle Detection
11/05/2020
3 months ago
Use the data from LiDAR to track multiple cars on the road
C++
computer-vision lidar-obstacle-detection pcl road
527
 Learning based Localizability Estimation for Robust LiDAR Localization  Marco Hutter, Shehryar Khattak, Etienne Walther, Julian Nubert
LiDAR-based localization and mapping is one of the core components in many modern robotic systems due to the direct integration of range and geometry, allowing for precise motion estimation and generation...
528
 LiDAR Camera Calibration using 3D 3D Point correspondences  Kunal Chelani, Vishnu Radhakrishnan, K. M. Krishna, Ankit Dhall
With the advent of autonomous vehicles, LiDAR and cameras have become anindispensable combination of sensors. They both provide rich and complementarydata which can be used by various algorithms and machine...
529
 Automatic extrinsic calibration between a camera and a 3D LiDAR using 3D point and plane correspondences  Surabhi Verma, Julie Stephany Berrio, Stewart Worrall, Eduardo Nebot
This paper proposes an automated method to obtain the extrinsic calibrationparameters between a camera and a 3D LiDAR with as low as 16 beams. We use acheckerboard as a reference to obtain features of...
530
 LiDAR and Position Aided mmWave Beam Selection with Non local CNNs and Curriculum Training  David Gesbert, Marios Kountouris, Deniz Gunduz, Mikolaj Jankowski, Mahdi Boloursaz Mashhadi, Matteo Zecchin
Efficient millimeter wave (mmWave) beam selection in vehicle-to-infrastructure (V2I) communication is a crucial yet challenging task due to the narrow mmWave beamwidth and high user mobility. To reduce...
Tensorflow
531
LiDAR processor
05/06/2020
4 months ago
On the fly LiDAR processor and visualizer for Velodyne sensors
C++
gps pcl point-cloud positioning slam velodyne
532
Pointcloud Velodyne
23/01/2018
1 years ago
Visualize a Velodyne point cloud and convert to asc for MeshLab. Handy for processing LiDAR scans.
Processing
Java
Other
computer-vision point-cloud
533
LiDAR Obstacle Detection
06/09/2019
9 months ago
Obstacle detection using LiDAR
C++
perception point-cloud robotics
534
Alcf
06/02/2019
3 months ago
Automatic LiDAR and Ceilometer Processing Framework (ALCF)
Fortran
Python
Other
alc amps atmosphere atmospheric-science ceilometer chm15k cl31 cl51 cloud cosp era5 jra-55 lidar-simulator merra-2 minimpl model netcdf
535
Python 3D LiDAR Graph SLAM
29/01/2020
1 month ago
3D LiDAR Pose Graph SLAM using Python, open3D, g2opy and pangolin
Python
g2opy graph-slam mapping open3d pangolin slam
536
LiDAR compensation
16/06/2021
8 months ago
C++ source code for LiDAR Compensation.
C++
compensation imu nodelet pcl ros
537
TCVL
17/02/2022
2 weeks ago
TCVL provides implementations of tightly coupled visual LiDAR constraints and studies their effects on localization and mapping accuracy.
C++
computer-vision odometry robotics slam state-estimation
538
Glace
28/04/2016
1 years ago
FORTRAN and C++ tools for processing and analysis of ICESat data
Fortran
antarctica elevation-changes gis gla icesat megadunes satellite-altimetry
539
UK CityGML Buildings
06/03/2018
2 years ago
CityGML models of the UK
3d citygml openstreetmap
540
TankRobot
23/09/2019
6 months ago
An autonomous tank robot controlled by a NodeMCU and guided by LiDAR and inertial sensing units.
Vue
arduino autonomous-robots control-theory esp8266 imu neural-networks ml mpu6050 nodemcu nodemcu-esp8266 reinforcement-learning robotics self-supervised-learning
541
Cyclope
27/07/2020
4 months ago
Raspberry Pi powered robot with camera live stream and 360 LiDAR.
C++
buildroot camera kicad lidar-measurements linux raspberry-pi robotics robot-raspberry-pi
542
Vlp16 go
19/10/2018
2 months ago
Go SDK for Velodyne VLP 16 LiDAR sensors.
Go
autonomous-vehicles golang slam velodyne vlp-16 vlp16
543
Bend buildings
05/03/2015
4 years ago
Workspace for updating building footprints in OpenStreetMap for the city of Bend, OR
Shell
Other
bend city dataset footprint openstreetmap oregon workspace
544
Simulocloud
14/02/2017
2 years ago
Tools to simulate airborne LiDAR scanning data (re write of pointcloud utilities).
Python
545
LiDARSim UE4
24/07/2018
12 months ago
Sample Unreal project for LiDARSim plugin.
Qmake
Unreal-engine
c++
546
Ros uwb SLAM
23/05/2020
7 months ago
G mapping and Hector SLAM Python implementation
Python
g-slam hector-slam odometry uwb
547
LiDAR auto docking
21/06/2021
1 month ago
Package for docking ros2 robots. (Based off fetch open auto dock)
C++
autodock ros2 ros2-foxy
548
LiDAR filters
04/06/2018
2 years ago
LiDAR Filter will provide you with useful functions to reduce noise in the data coming from a LiDAR sensor attached to your robot. LiDAR filter provides two filters entitled as range and temporal median.
C++
median range sorting-algorithms temporal
549
Garmin LiDARLite V3
09/07/2018
1 month ago
Garmin LiDARLite V3 on Arduino
C++
garmin-lidar
550
LiDAR odometry
06/09/2018
1 years ago
Navigating a bot using LiDAR (light detection and ranging) sensor and magnetometer HMC5883. Runs on wemos d1 mini / atmega 16 32 independently / combined. My R&D topic for 2018. Laukik hase @ved29
C++
atmega16 atmega32 hmc5883l l298 localisation localization magnetometer tfmini wemos-d1-mini
551
Vostok
06/12/2021
1 month ago
VOSTOK, the Voxel Octree Solar Toolkit, is a C++ command line tool to compute a detailed model of incoming solar radiation distribution on a patch of land, including structures like buildings and vegetation, represented by a 3D point cloud data set.
C++
astronomy laserscanning lidar-data lidar-point-cloud photovoltaic
552
Mrs bumper
04/05/2020
3 months ago
Aggregator of sensor data for robot obstacle bumper. Part of the "uav core" package.
C++
avoidance obstacle robotics ros sensor uav
553
Udacity carnd p7
22/03/2017
2 years ago
Sensor Fusion: Unscented Kalman Filter, LiDAR&RADAR
C++
kalman-filter linear-algebra matrix-calculations nis radar rmse sensor-fusion unscented-kalman-filter visualization
554
CaveSpy
30/01/2018
1 years ago
Code for reading and processing LiDAR .Las files for imaging and automated cave entrance location.
C#
caving lidar-point-cloud
555
LiDAR simulation
19/02/2020
2 years ago
Python
556
Pointcloud based frontier exploration using ROS, PCL and C++.
Cmake
c++ downsampling frontier-exploration lidar-point-cloud pcl-library point-cloud ros-kinetic rviz
557
LMS511 3D Visualization
20/02/2021
9 months ago
Visualization of point clouds from a rotating LMS511 LiDAR.
Python
point-cloud visualization
558
Extended kalman filter cpp
23/03/2017
3 months ago
C++ implementation Extended Kalman filter for LiDAR and RADAR data (4D data, distance and velocity in x any y)
C++
extended-kalman-filters radar self-driving-car
559
Point cloud lib
24/05/2020
10 months ago
Point cloud lib.
Jupyter
kitti-dataset pcl ply point-cloud
560
Ekf
18/07/2020
1 years ago
Jupyter
Python
ekf extended-kalman-filter kalman-filter odometry pose-estimation
561
Fixing localisation of autonomous mobile robot (TurtleBot3) using Extended Kalman Filter and LiDAR sensor.
Python
autonomous-mobile-robots extended-kalman-filter localization
562
LasViewer
20/12/2018
9 months ago
Very simple tool to view las data.
Rust
lidar-image-fusion lidar-point-cloud lidar-visual point-cloud
563
HPC LiDAR
17/12/2018
11 months ago
C++
C
cloud-computing neural-networks geometric-deep-learning high-performance high-performance-computing lidar-point-cloud
564
Extended Kalman Filter
15/12/2020
4 months ago
Extended Kalman Filter implementation to estimate a moving object with LiDAR and Radar sensor measurements. With sensor fusion data, Extended Kalman filters predict and determine with certainty the location of other vehicles on the road.
C++
extended-kalman-filters kalman-filter radar sensor-fusion
565
SLAMSim
18/12/2020
1 month ago
A LiDAR FastSLAM 1.0 simulation written in C++.
C++
simulation
566
This repository is used for assignments for various learning modules of ROS. All assignments and projects are physically implemented on TurtleBot3 Burger.
Makefile
autonomy-science darknet image-processing lane-detection lane-follower leg-detector line-follower maneuvers obstacle-avoidance ros ros-kinetic ros-node traffic-sign-detection turtlebot turtlebot3 wall-follower
567
SFND LiDAR Obstacle Detection
23/06/2019
5 months ago
Use LiDAR car data to detect incoming road obstacles track multiple cars on the road, estimating their positions and speed
Makefile
clustering lidar-point-cloud obstacle-detection ransac-algorithm self-driving-car sensor-fusion
568
Fluvgeo
16/04/2020
1 years ago
An R Package for Performing Fluvial Geomrphology Analysis.
R
fluvial-geomorphology r-package
569
Agn human detection
03/05/2019
4 weeks ago
Human detection package through two LaserScans 2D points
Python
human-detection pedestrian-detection people-detection person-detection ros ros-kinetic
570
ISP2021 object detection
29/01/2021
4 weeks ago
This is the github project for the F1Tenth Independent Study Projects 2021. In this project we are focusing on the development of different approaches to achieve object detection and tracking based on 2D LiDAR.
Python
detection objectdetection tracking
571
Development of an underwater simulator which will be used for oysters detection for the project. Simulator can generate random underwater landscape, randomize oysters location and oysters count and much more. Using a range scanner installed on BlueROV for navigation.
Python
blender bluerov2 darknet imu object-detection oysters sonar yolov4-tiny
572
Autonomous Wheelchair
12/09/2020
this week
ROS Package for an Autonomous Wheelchair capable of navigating in an indoor environments.
Tex
arduino autonomous-robots controls gmapping localization mapping navigation pathplanning pid robotics ros slam umd
573
MyLiDAR
19/07/2018
2 years ago
Swimmer: LiDAR
C++
levmar
574
UnityLASTools
11/10/2020
4 months ago
LASer tools for Unity
C#
Unity
asprs las las-format laser lidar-point-cloud unity-editor
575
ESP32LDS 01LiDAR
08/02/2021
1 month ago
SLAM and navigation using rosserial on esp32 as a remote node on a robot(connected to a LiDAR and two DC motors) and a computer running Ubuntu as ros master(core)
C++
arduino esp32 esp8266 lds-01 robotis ros ros-melodic
576
This repository contains the code and assets for the ROS based project Turtlebot Autonomous Maneuvers
Python
apriltag autonomous-driving gazebo raspicam ros ubuntu yolov3
577
Velodyne wt61c ros
08/05/2021
8 months ago
ROS Docker container for evaluating Velodyne LiDAR + WT61C IMU Sensor
Cmake
docker ros rviz velodyne
578
LiDARDataExtractor
22/08/2021
1 month ago
A Python Package to extract LiDAR data from the USGS Big Data Store, Transform and Build Analytics on it.
Jupyter
etl gdal-python json lidar-point-cloud package pdal spark usgs-api
579
WMR
02/10/2017
1 years ago
Repo for a simulated Wheeled Mobiled Robot in MATLAB
Matlab
mobile-robots
580
LASzip
11/11/2017
2 months ago
A simple .NET wrapper for LAS/LAZ point clouds (LiDAR data) using Aardvark data types.
C#
aardvark .net las laz point-cloud
581
Build LiDAR 2D bev data
03/04/2020
2 months ago
Generates 2D bird's eye view (BEV) images of individual LiDAR scans and aggregates individual scans to produce BEV maps.
C++
2d bev kitti map
582
LiDAR PointNet
21/11/2019
1 years ago
LiDAR PointNet
Python
lastools pointnet
583
Navstack
18/06/2020
3 weeks ago
Implementation of ROS Navigation Stack
Cmake
extended-kalman-filter gazebo-simulations gps navigation-stack
584
PowerLaneFinding ubuntu
30/08/2017
3 years ago
Makefile
Opencv
camera lane-detection
585
Velodyne SLAM simulation gazebo
26/05/2021
1 month ago
Cmake
cartographer docker gazebo octomap ros velodyne
586
Scaniverse
15/03/2021
2 months ago
About Scaniverse: 3D Scanner
3d-models 3d-scanning ios point-cloud
587
UnscentedKF
28/01/2018
5 months ago
Utilized an Unscented Kalman Filter to estimate the state of a moving object of interest with noise.
C++
radar simulator unscented-kalman-filter vehicle velocity yaw
588
LiDAR obstacle detection
28/01/2020
10 months ago
Implements RANSAC plane fitting, KD tree and Euclidean clustering without PCL built in functions
C++
kd-tree lidar-obstacle-detection pcl ransac
589
Treemetrics
22/08/2017
1 years ago
Python
forest qsm tls
590
DelyBot
25/10/2021
1 month ago
DelyBot is a robot that uses six wheels to drive itself along pedestrian paths but also on public roads to reach requested delivery addresses.
Cmake
Python
3d-world autonomous-vehicles differential-drive-robot gazebo gazebo-environment gmapping imu localization mobile-robot navigation noetic robotics ros ros-noetic six-wheel slam waypoint
591
PYPCD Python3
26/06/2020
3 months ago
This repository is a version of https://github.Com/dimatura/pypcd for Python 3
Python
library lidar-point-cloud sensors
592
LiDAR3D and camera
06/07/2021
5 months ago
Testing of transformation matrices between LiDAR Velodyne VLP16 and RGB camera with MatLAB
Matlab
camera-calibration point-cloud velodyne
593
3DLiDAR
15/08/2021
2 weeks ago
LiDAR data processing, object recognition from point clouds, and LiDAR remote sensing.
Matlab
3dlidar mobile-laser-scanning object-detection
594
Benchmark 3D Plane Extraction
595
Detect pedestrian and estimate the pose with 13 key points(hprel paper implementation)
597
Learning-Based Human Segmentation and Velocity Estimation Using Automatic Labeled LiDAR Sequence for Training
598
 From Big to Small: Multi Scale Local Planar Guidance for Monocular Depth Estimation  Myung-Kyu Han, Dong Wook Ko, Il Hong Suh, Jin Han Lee
Estimating accurate depth from a single image is challenging because it is an ill-posed problem as infinitely many 3D scenes can be projected to the same 2D scene. However, recent works based on deep convolutional...
Pytorch
599
 Resonant Scanning Design and Control for Fast Spatial Sampling  Olav Solgaard, Ronald Quan, Zhanghao Sun
Two-dimensional, resonant scanners have been utilized in a large variety of imaging modules due to their compact form, low power consumption, large angular range, and high speed. However, resonant scanners...
Pytorch
600
Tracking MAVs from ground robots with adaptive LiDAR scan integration
601
 Changes in European SoLiDARity Before and During COVID 19: Evidence from a Large Crowd and Expert Annotated Twitter Dataset  Steffen Eger, Daniela Grunow, Dan Liu, Alexandra Ils
We introduce the well-established social scientific concept of social soLiDARity and its contestation, anti-soLiDARity, as a new problem setting to supervised machine learning in NLP to assess how European...
conference
Pytorch
603
 From Big to Small: Multi Scale Local Planar Guidance for Monocular Depth Estimation  Myung-Kyu Han, Dong Wook Ko, Il Hong Suh, Jin Han Lee
Estimating accurate depth from a single image is challenging because it is an ill-posed problem as infinitely many 3D scenes can be projected to the same 2D scene. However, recent works based on deep convolutional...
Pytorch
604
Opendlv device LiDAR hdl32e
16/02/2018
3 years ago
OpenDLV Microservice to interface with VelodyneLiDAR HDL32e units
C++
aarch64 amd64 armhf docker docker-image laser libcluon microservice microservices opendlv robotics velodyne
605
Opendlv device LiDAR vlp16
26/02/2018
2 years ago
OpenDLV Microservice to interface with VelodyneLiDAR VDL 16 units (Puck)
C++
amd64 arch64 armhf docker docker-image laser libcluon microservice microservices opendlv robotics velodyne
606
LiDAR Obstacle Detection
21/05/2021
4 months ago
A self driving car needs some techniques for preventing collision with pedestrians, vehicles, and other objects that would exist in the way of a car. One of these tools is LiDAR that can be used for obstacle detection on the road. In this repository, I am going to implement a LiDAR Obstacle Detection by using C++.
C++
obstacle-detection pcl pcl-library point-cloud self-driving-car
607
Itu odv
09/02/2022
1 month ago
ISTANBUL TECHNICAL UNIVERSITY ROBOTICS LAB MECANUM WHEELED OMNIDIRECTIONAL VEHICLE
C++
amcl astar-algorithm dijkstra-algorithm hector-slam hokuyo husky imu itu kinetic localization path-planning robot-operating-system robotic-lab ros slam teb-local-planner
608
Raster3D
08/04/2017
3 years ago
3D rasters are powerful and you already know how to use them (US IALE 2017 slides)
Javascript
3d-raster gis grass-gis point-cloud presentation
609
Adc
04/09/2016
2 years ago
C++
adc-device driver gui lidar-measurements science-research wxwidgets
610
Extended Kalman Filter Project for Self Driving Car ND
C++
extended-kalman-filter kalman-filter object-tracking radar self-driving-car
611
LiDAR plot
21/09/2020
5 months ago
A script to accept an input data file of LiDAR sensor reading and plot all ends points in the world frame
Python
frame-transporter lidar-point-cloud robotics robot-sensor-data sensor sensor-data sensor-fusion
612
Dataset LiDAR2D legs
26/08/2020
4 weeks ago
Dataset of legs LiDAR data
acquisition dataset-lidar2d-legs
613
Dsd firmware
11/07/2021
2 months ago
DeepSea Developments Inc. Interview test
C
arm fsm pointers sensor stm32
614
LiDARTutorial
10/03/2022
1 week ago
A Brief Tutorial on LiDAR data visualisation and classification
Python
3d-visualization aerial-imagery height histogram intensity knn-classification lidar-data lidar-point-cloud scene-understanding visualization
615
XVLiDAR
04/09/2018
1 years ago
A Python class for using the XV LiDAR controller from www.Getsurreal.Com in a more object oriented way.
Python
class controller getsurreal xv-lidar xv-lidar-controller
616
Mapant website
13/08/2021
2 months ago
Source code of the Flask application that is running mapant.Fr
Html
Python
flask orienteering
617
Exercises for the LiDAR class within the Sensor Fusion Nanodegree program from Udacity
C++
pcl sensor-fusion
618
Extended Kalman Filter Project
10/11/2017
8 months ago
Extended kalman filter to estimate vehicle position from noisy LiDAR and radar data.
C++
extended-kalman-filter radar simulation
619
Diff drive LiDAR robot
21/11/2017
1 years ago
ROS package for a simple differential drive platform with a LiDAR
C++
autonomous-driving robotics ros urg urg-node
620
P unscented kalman filter
27/02/2018
2 years ago
Sensor Fusion of Radar and LiDAR data using an Unscented Kalman Filter in C++
C++
radar sensor-fusion unscented-kalman-filter
621
Topscan
04/03/2018
2 years ago
TopScan Filter for Point Cloud
C++
topscan
622
RpLiDAR a3
18/03/2019
2 years ago
LiDAR code for 2019 France robotics cup
C
cdr2019 rplidar rplidar-a3 socket
623
Birds eye view
03/04/2019
1 years ago
Combine LiDAR and camera data into a bird's eye view costmap
C++
birds-eye camera navigation ros
624
Object (e.G Pedestrian, vehicles) tracking by Extended Kalman Filter (EKF), with fused data from both LiDAR and radar sensors.
C++
extended-kalman-filter radar
625
Object (e.G Pedestrian, biker, vehicles) tracking by Unscented Kalman Filter (UKF), with fused data from both LiDAR and radar sensors.
Jupyter
radar unscented-kalman-filter
626
Pointcloud practice ros
29/05/2021
7 months ago
PCL library sample code for ROS
C++
autonomous-car pcl point-cloud ros velodyne
627
LRANSACCalibrator
11/05/2019
1 years ago
LiDAR and camera calibration using LRANSAC. (Refactoring using C++)
Matlab
calibration camera extrinsic-calibration pcl-library
628
Plmmr ros project
18/04/2020
1 years ago
Projects for the "perception localization and mapping for mobile robots" 2020 course
Cmake
mapping navigation robotics ros ros-melodic university-project
629
LiDAR
16/10/2019
1 years ago
A 3D scanner using Garmin v3 Lite LiDAR.
C++
3d-mapping arduino data-visualization
630
Gauntlet
09/05/2020
4 months ago
Quantitative Engineering Analysis 1 | Spring 2020 | Path Planning using Gradient Descent
Matlab
gradient-descent path-planning ransac-algorithm robotics robotics-simulation trajectory-generation
631
Unscented Kalman Filter
11/06/2020
7 months ago
Unscented Kalman Filter using CTRV model to estimate the state of multiple cars on a highway using noisy LiDAR and Radar measurements.
C++
ctrv-model radar unscented-kalman-filter
632
LiDAR tool label
11/08/2020
4 weeks ago
Simple Python tool plotting LiDAR data from csv and user can select some dots
Python
label tool
633
An Unscented Kalman Filter that estimates the state of multiple cars on a highway using noisy LiDAR and radar measurements.
C++
eigen kalman-filter lidar-point-cloud pcl-library radar self-driving-car sensor-fusion
634
LiDAR volume
10/12/2021
2 months ago
Calculation volume of terrain object by point cloud
Matlab
635
Pi LiDAR opflow
09/07/2018
3 years ago
Program designed to detect dynamic objects in an unknown environment.
Python
drone nodejs opencv-python optical-flow parrot-ar-drone raspberry-pi-3 raspberry-pi-camera
636
CFARS SS
26/11/2018
1 years ago
Python
data-analysis energy sodar wind windenergy
637
LiDAR coverage map luxembourg
26/03/2020
1 years ago
Visualize and select LiDAR tiles to download via wget
Typescript
download leaflet luxembourg tiles
638
TASK2 EYRC
26/11/2020
6 months ago
TASK2 EYRC of 2020
Cmake
amcl gazebo-simulator navigation-stack ros rviz
639
Incubator
19/02/2020
2 years ago
Python Command line application (CLI) containing a genetic algorithm to find best parameters for arbitrary assignments.
Python
cli genetic-algorithm incubator lucerne salzburg university watershed
640
SensorFusionND 3D Object Tracking
12/01/2021
6 months ago
Compute time to collision (TTC) using LiDAR and Camera sensors. Identify suitable keypoint detector descriptor combinations for TTC estimation.
C++
Opencv
3d-object-detection autonomous-driving autonomous-vehicles camera descriptors detectors keypoint-detection object-detection self-driving-car sensor-fusion sensors time-to-collision ttc yolo
641
3D houses
07/10/2020
1 years ago
To model a house in 3D with only a home address
Html
3d-houses 3d-plot belgium house mayavi property
642
TFMini Plus Python
20/03/2021
3 months ago
Python module TFMini Plus, TFMini S and TFLuna in serial (UART) communications mode.
Python
benewake raspberry-pi raspberrypi serial tfluna tfmini-plus tfmini-s tfminiplus uart
643
ROBOT GAS MAPPING
14/03/2021
2 months ago
Robot Gas Mapping Using esp32 arduino framework running on ESP32 controlled over internet. Web UI can transmit, receive and display 2D point cloud of wall and gas among other, VOC, CO2 and Smoke
C++
arduino esp32-arduino robotics
644
Autonomous Vehicles
22/02/2022
this week
Robotics for Autonomous Vehicles by University of Toronto
Jupyter
ai autonomous-vehicles computer-vision gnss imu localization perception robotics sensorfusion
645
Sweep motion tracking
24/01/2018
3 years ago
Motion tracking using scanse sweep in processing
Processing
sweep
646
UST 10LX
14/02/2019
8 months ago
UST 10LX LiDAR communication program for INTech's robot
C++
hokuyo intech lidar-data robotics ust-10lx
647
Udacity Sensor Fusion
03/07/2020
11 months ago
This is about my course of sensor fusion
C++
Matlab
camera kalman-filter lidar-point-cloud point-cloud radar
648
Understory tls CNN
12/03/2021
1 month ago
Understory Classification using TLS and CNNs
R
cnn-keras
649
Obstacle Avoidance System
04/09/2021
3 weeks ago
We develop a ROS package to move TurtleBot3 in a Gazebo world. It is capable of avoiding obstacles using LiDAR Data while navigating to the goal location.
Python
obstacle-avoidance ros ros-melodic turtlebot3
650
Westberry 08 model
06/12/2018
this week
An implementation of the depth resolved phytoplankton primary production model by Westberry et al. 2008.
Fortran
ocean-modelling oceanography phytoplankton plankton
651
Perception, Motion Planning and Control of TurtleBot3 Waffle Pi
Python
motion-planning perception ros turtlebot3
652
Tracking with Kalman Filter
16/08/2020
1 years ago
Object (e.G Pedestrian, biker, vehicles) tracking by Kalman Filter (KF), with fused data from both LiDAR and radar sensors.
C++
kalman-filter radar
653
Position and Velocity Estimation of a bicycle using the Extended Kalman Filter with noisy LiDAR and radar data measurements.
C++
extended-kalman-filter jacobian-matrix radar rmse sensor-fusion
654
E57Viewer
23/01/2021
7 months ago
A quick implementation of E57 reader to inspect what the file contains.
C++
e57 imgui point-cloud
655
AGV Autonomous Docking
30/11/2021
2 months ago
Algorithm for autonomous docking of AGV platform.
Jupyter
Python
Tensorflow
autonomous autonomous-robots autonomous-vehicles neural-networks nvidia-xavier robotics ros
656
Colorize SwissSURFACE3D LiDAR
26/01/2022
1 month ago
Instructions to colorize SwissSURFACE3D LiDAR using SwissIMAGE10 orthoimages, and split the point cloud for later deep learning training.
Python
dataengineering neural-networks swissimage10 swisssurface3d swisstopo
657
LiDAR object detection
16/10/2021
3 months ago
Object detection on short LiDAR videos from buses in Trondheim, Norway. This was a part of the course TDT17 Visual Intelligence at NTNU autumn 2021.
Jupyter
computer-vision object-detection transfer-learning yolov5
658
Auburn REU on UAVs
03/06/2019
3 weeks ago
Repository for the 2019 Auburn REU Team 1 to map an environment using 3D ToF on a quadcopter without GNSS
Python
lidar-point-cloud parrot-ar-drone pico-flexx quadcopter slam uav
659
PDAL c
12/01/2019
1 years ago
C API for the Point Data Abstraction Library (PDAL)
C
Other
ffi las pdal point-cloud
660
Collision Avoidance System
11/05/2020
9 months ago
Calculate time to collision by using LiDAR and camera
C++
collision-avoidance computer-vision feature-description feature-extraction feature-matching object-detection yolo
661
Highlights of the Project: Bounding boxes 3D Tracking, YOLO Image Classification Model, Time to Collision computation
Makefile
camera ttc
662
LiDAR Height Extractor
30/05/2020
1 years ago
Project includes Implementation of an algorithm using Python to remotely extract building heights by combining LiDAR (Light Detection and Ranging) datasets and building shapefiles.
Jupyter
datasets geometry-columns hacktoberfest hacktoberfest2020 lidar-height-extractor shapefile
663
Parakeet ros
01/06/2021
8 months ago
ROS node for the Parakeet Pro
C++
ros
664
GediSaber
22/01/2022
4 weeks ago
Python package for analyzing NASA GEDI data. GEDI is a LiDAR dataset that is acquired using the International Space Station.
Python
aboveground-biomass altimetry canopy-metrics gedi nasa-data
665
This repository contains some explanations on how autonomous driving works with computer vision and some practical cases on the subject.
Jupyter
autonomous-driving background-segmentation computer-vision lane-detection object-detection object-tracking self-driving-car
666
Regilo
16/09/2015
7 months ago
A simple C++ library for controlling the Neato XV robot and the Hokuyo scanner.
C++
hokuyo neato neato-xv
667
MUA RRL DA
10/08/2019
1 years ago
MATLAB user interface for Mid Upper Atmospheric Laboratory (MUA) Rotational Raman LiDAR (RRL) Data Analysis (DA)
Matlab
rotational-raman temperature-monitoring
668
Extended Kalman Filter
17/01/2019
1 years ago
This is used measuring and predicting LiDAR and RADAR sensor measurements in Self Driving Cars
C++
kalman-filter radar simulator
669
3D models UK
22/11/2019
2 years ago
3D models of places in the UK created with rayshader
R
3d-models gis rayshader
670
LiDAR object clustering
18/11/2020
8 months ago
In this project, LiDAR's data is processed to cluster meaningful objects in the scene.
C++
driving-cars pcl sensor-fusion
671
LiDAR 3D mapping
12/10/2020
1 years ago
3D mapping with a raspberry pi 3b+, lds 01 2D LiDAR, ultrasonic sensor and mpu6050 accel gyro.
Python
3d-mapping c++ mapping raspberry-pi
672
Delta 2a LiDAR
23/05/2021
7 months ago
Rust driver for the 3irbotix delta 2A LiDAR sensor
Rust
3irbotix dalata2a delta-2a driver
673
LidSim
10/07/2021
7 months ago
LiDAR simulator
Python
simulator
674
This package introduces the concept of optimizing target shape to remove pose ambiguity for LiDAR point clouds. Both the simulation and the experimental results confirm that by using the optimal shape and the global solver, we achieve centimeter error in translation and a few degrees in rotation even when a partially illuminated target is placed 30 meters away!
Matlab
camera cassie detection extrinsic-calibration fiducial-markers global-solution-methods global-solver lidar-camera-calibration lidar-camera-fusion lidar-targets markers optimal point-cloud robotics target
675
WatershedDelineation Python
08/03/2017
1 years ago
These Python scripts delineate watershed boundaries and areas in ArcGIS given points and a Digital Elevation Model (DEM).
Python
arcgis arcgis-desktop arcpy dem python-script river stream water watershed
676
Extended Kalman Filter (EKF) Localization Project using C++ and Eigen library for the Self Driving Car Nanodegree at Udacity
C++
Other
carnd eigen extended-kalman-filter kalman-filter localization mercedes-benz nis radar rmse udacity udacity-nanodegree udacity-self-driving-car
677
MuSe Dataset
29/08/2018
3 months ago
Multiple Sensors Dataset Repository for research in SLAM
C++
multiple-sensor-dataset odometry robotics
678
CarND Unscented Kalman Filter P7
30/04/2018
2 years ago
Self Driving Car ND Project 7 Sensor Fusion(Unscented Kalman Filter)
C++
autonomous-driving data-science kalman-filter radar sensor-fusion udacity-self-driving-car unscented-kalman-filter
679
Pyfor extensions
22/03/2018
3 years ago
A repository of examples for extending pyfor for more robust analysis of forest point cloud data
forest-inventory forestry
680
Extended Kalman Filters Are useful when there is an Non Linearity in the su=ystem and the estimation/prediction and measurement step requires a Jacobian matrix( first Derivative in the Taylor Series) is required to transform and work optimally.
Jupyter
estimation extended-kalman-filters filter jacobian lidar-point-cloud measurements non-linear-filters radar self-driving-car sensor sensor-fusion taylor-series udacity
681
Implementing the Unscented Kalman filter in C++ for Self Driving cars.
C++
cars driving filter kalman radar rmse self simulator ukf unscented
682
LiDAR scanner
23/09/2017
1 years ago
Software to transform a Hokuyo laser rangefinder into a 3D LiDAR system
Python
Other
hardware raspberry-pi
683
Alex 4 1 2
05/03/2020
6 months ago
A search and rescue robot
C++
alex arduino gnuplot raspberry-pi rescue-robot tls
684
Dingo dock
01/04/2021
6 months ago
This package for ROS Noetic allows a simulated Dingo robot equipped with a Velodyne LiDAR to detect and dock with a platform.
C++
docking ros sensor
685
3D object tracking LiDAR camera
24/12/2020
2 months ago
3D Object Tracking with time to collision (TTC) estimation using Camera and LiDAR for collision avoidance system in autonomous vehicles.
C++
autonomous-vehicles camera collision-avoidance object-detection object-tracking sensor-fusion yolov3
686
LiDAR ArUco EKFSLAM
18/03/2022
this week
Feature based EKF SLAM on Turtlebot3 with landmark detection
C++
aruco ekf slam
687
ShadowCart
28/04/2017
1 years ago
Python
neural-networks robotics
688
C++
kalman-filter radar
689
CarND Extended Kalman Filter
10/07/2017
3 years ago
This repository contains C++ code for implementation of Extended Kalman Filter project. This task was implemented to partially fulfill Term II goals of Udacity's self driving car nanodegree program.
C++
constant-velocity-state-model extended-kalman-filters kalman-filter radar self-driving-car sensor-fusion
690
Pandar40P Apollo
24/03/2018
1 years ago
Apollo SDK for LiDAR of Pandora
C++
apollo
691
SparkFun LiDARLitev4 Arduino Library
07/10/2019
11 months ago
Arduino library for GARMIN LiDAR Lite v4: high performance optical distance sensing.
C++
arduino arduino-library distance sparkfun
692
Drumlin Extraction Toolbox
13/07/2019
3 weeks ago
An ArcGIS toolbox for extracting drumlins from digital elevation models(DEMs)
Python
digital-elevation-model drumlin geospatial-analysis gis image-processing remote-sensing
693
3D scanner prototype
22/08/2019
3 weeks ago
3D scanner prototype made with arduino
Python
3d 3d-graphics 3d-scanner arduino blender environment-scan scanner
694
WBLC
30/09/2019
1 years ago
Windows Based LiDAR Clustering alghoritm
C++
algorithms autonomous-driving clustering embedded lidar-point-cloud wblc
695
JunBot
09/07/2021
2 months ago
A simple mobile robot
C
ros t265 turtlebot
696
Depth completion gan
04/08/2021
4 weeks ago
Codebase for ACM MM paper titled "Sparse to Dense Depth Completion using a Generative Adversarial Network with Intelligent Sampling Strategies"
Python
neural-networks gan generative-adversarial-network sparse-to-dense
697
Prediction of vegetation coverage maps from High Density LiDAR data, in a weakly supervised deep learning setting.
Python
Pytorch
neural-networks maps point-cloud pointnet2 rasters vegetation weaksupervision
698
CarND Unscented Kalman Filter
06/09/2017
2 years ago
This repository contains C++ code for implementation of Unscented Kalman Filter project. This task was implemented to partially fulfill Term II goals of Udacity's self driving car nanodegree program.
C++
ctrv-model kalman-filter radar self-driving-car sensor-fusion unscented-kalman-filter
699
BECI ABG
30/09/2017
2 months ago
Python
forestry lastools
700
MNsight
27/12/2016
3 years ago
Visualizing landscape and geological data from Minnesota's Geologic Survey and Department of National Resources
Typescript
geology mapbox-gl-js minnesota
701
Extended Kalman Filter for sensor fusion Radar and LiDAR inputs to track an object
C++
extended-kalman-filters kalman-filter radar sensor-fusion
702
SFND LiDAR Obstacle Detection
02/05/2020
1 years ago
Makefile
autonomous-vehicles c++ lidar-point-cloud pcl-library sensor-fusion udacity-nanodegree
703
Controles LiDAR avec PDAL
21/07/2020
1 years ago
Processus de contrles du LiDAR avec la librairie PDAL
controls pdal
704
Luispuerto net
10/06/2018
3 months ago
My personal page and blog build on Jekyll
Scss
biomass blog cartography forestry gis jekyll jekyll-site personal-website remote-sensing research rstats science science-research
705
Rivlib rs
22/11/2015
4 weeks ago
Use Riegl's RiVLib via Rust
Rust
riegl
706
Teraranger description
15/09/2017
2 years ago
ROS package with URDF description macros for Teraranger products
Cmake
gazebo rangefinder robotics ros terabee teraranger teraranger-tower urdf
707
Unscented Kalman Filter Project for Self Driving Car ND
C++
kalman-filter object-tracking radar self-driving-car unscented-kalman-filter
708
SensorFusion
29/07/2019
2 years ago
SFND LiDAR Obstacle Detection
Makefile
lidar-object-tracking lidar-point-cloud
709
Robosnake
12/02/2019
5 months ago
An autonomous system for transporting pipes along challenging terrain routes
C++
communication imu mechanical-engineering mechatronics navigation pid rf robotics teensy
710
State estimation and tracking of multiple vehicles on simulated highway traffic by fusing noisy LiDAR and radar measurements using an Unscented Kalman Filter.
C++
autonomous-driving object-tracking radar sensor-fusion state-estimation ukf unscented-kalman-filter
711
Occupancy grid mapping 2DLiDAR
26/03/2021
1 month ago
Occupancy grid mapping based on 2D LiDAR data assuming perfect knowledge of a robot's trajectory.
Python
2d 2d-lidar occupancy occupancy-grid-map occupancy-grid-mapping robot-trajectory
712
MATLAB LiDAR
10/02/2021
6 months ago
Simulation of the VLP 16 LiDAR Sensor from Velodyne and a Golf Ball Trajectory Data Generator
Matlab
golf-ball-trajectory intersections matlab-lidar velodyne
713
Icesat2 canopy heights
05/11/2021
1 month ago
(WORK IN PROGRESS) Derive estimated canopy heights from raw ICESat 2 ATL03 photon returns.
Python
biomass blue-carbon canopy-model elevation-profile icesat-2 mangroves
714
LiDAR Obstacle Detection
29/11/2020
10 months ago
Obstacle detection performed on real LiDAR point cloud data. (Udacity project)
C++
clustering pcl point-cloud segmentation
715
Cpp 593 treeproject site
10/06/2020
5 months ago
An online step by step resource guide for conducting remote tree censuses using LiDAR data with R and other open source software tools.
Javascript
r-programming
716
Seperate dual LiDAR lasers and load the intensity and ring numbers for better control over LiDAR data. Using Argoverse dataset.
Python
Pytorch
argoverse dataloader object-detction point-cloud pytorch-tutorial
721
 LiDAR Camera Calibration using 3D 3D Point correspondences  Kunal Chelani, Vishnu Radhakrishnan, K. M. Krishna, Ankit Dhall
With the advent of autonomous vehicles, LiDAR and cameras have become anindispensable combination of sensors. They both provide rich and complementarydata which can be used by various algorithms and machine...
725
 HPERL: 3D Human Pose Estimation from RGB and LiDAR  Didier Stricker, Oliver Wasenmüller, René Schuster, Shriya T. P. Gupta, Michael Fürst
In-the-wild human pose estimation has a huge potential for various fields, ranging from animation and action recognition to intention recognition and prediction for autonomous driving. The current state-of-the-art...
726
 Roadside LiDAR Vehicle Detection and Tracking Using Range And Intensity Background Subtraction  Peter J. Jin, Tianya Zhang
In this paper, we developed the solution of roadside LiDAR object detection using a combination of two unsupervised learning algorithms. The 3D point clouds are firstly converted into spherical coordinates...
731
Scripts required for the characterization of the LiDAR during snowfall
732
 Surface Detection for Sketched Single Photon LiDAR  Mike E. Davies, Julián Tachella, Michael P. Sheehan
Single-photon LiDAR devices are able to collect an ever-increasing amount of time-stamped photons in small time periods due to increasingly larger arrays, generating a memory and computational bottleneck...


 A Sketching Framework for Reduced Data Transfer in Photon Counting LiDAR  Mike E. Davies, Julián Tachella, Michael P. Sheehan
Single-photon LiDAR has become a prominent tool for depth imaging in recent years. At the core of the technique, the depth of a target is measured by constructing a histogram of time delays between emitted...
733
 Sketched RT3D: How to reconstruct billions of photons per second  Mike E. Davies, Michael P. Sheehan, Julián Tachella
Single-photon light detection and ranging (LiDAR) captures depth and intensity information of a 3D scene. Reconstructing a scene from observed photons is a challenging task due to spurious detections associated...
735
Pseudo-Image and Sparse Points: Vehicle Detection with 2D LiDAR Revisited by Deep Learning Based Methods
736
LiDAR ld19
09/11/2021
2 months ago
LD19
Rust
737
LiDAR Semantic Segmentation
26/01/2022
1 month ago
Semantic segmentation of LiDAR point clouds from the KITTI 360 dataset using a modified PointNet2. This is a Python and Pytorch based implementation using Jupyter Notebooks.
Jupyter
Pytorch
kitti-360 lidar-point-cloud pointnet2 pointnet2-pytorch semantic-segmentation
738
SolarTools
20/06/2017
4 years ago
An ArcGIS toolbox for LiDAR based solar rooftop modelling
Python
arcgis arcgis-toolbox arcpy lidar-point-cloud solar solar-energy
739
Lateral
29/10/2021
1 week ago
Vehicle Lateral Positioning
C++
autonomous-driving neural-networks
740
Autonomous bot MAuVe
01/05/2020
5 months ago
An oscillating LiDAR mount to extract raw 2 D mapping of environment to be further used for SLAM and obstacle avoidance.
Python
arduino mapping raspbery-pi robotics slam
741
AucklandLiDAR
17/11/2016
4 years ago
3D LiDAR point cloud visualization of Auckland New Zealand's Central Business District using LAStools
Javascript
3d-visualization auckland lastools linz new-zealand
742
Opendlv device LiDAR hdl32c
07/09/2018
3 years ago
OpenDLV Microservice to interface with VelodyneLiDAR HDL32c units (Ultra Puck)
C++
docker libcluon microservice opendlv self-driving-car velodyne-hdl
743
Segmap multi
03/09/2021
3 months ago
A map representation based on 3D segments
C++
mapping robotics ros slam
744
LiDAR
14/12/2021
2 months ago
LiDAR Point Cloud Augmentation for Mobile Robot Safe Navigation in Indoor Environment
Python
augmentation mobilerobots point-cloud ros-melodic
745
Unscented kalman filter
19/07/2017
4 years ago
Advanced Sensor Fusion for LiDAR and Radar measurements
C++
kalman-filter radar robotics sensor-fusion
746
Implement an unscented Kalman filter using the CTRV motion model. The results is comparable with my EKF project repo.
C++
ctrv radar rmse ukf
747
Carnd term2 EKF
24/01/2018
3 years ago
Submission for EKF Project
C++
extended-kalman-filter radar sensor-fusion
748
SLAMY
30/11/2020
1 years ago
SLAM Integrated ROS robot specifically designed for indoor UV disinfection.
C++
arduino covid-19 gazebo-simulator indoor ros ros2 slam uv-radiation
749
CMS2LiDARProcessing
11/01/2021
10 months ago
CMS Phase 2 LiDAR Processing Workflow
Batchfile
active-project
750
LiDAR 3DEM
28/08/2021
5 months ago
Python package that used to extract LiDAR from USGS storage through API and process to give data frame with point elevation.
Python
lidar-point-cloud package satellite-imagery
751
Gtnr
12/05/2015
2 years ago
A repo for the monitoring and control code of the GTNR bot.
Java
android arduino
752
Rover
16/08/2017
11 months ago
This repository hosts my high school project.
Java
avr raspberry-pi-3 rccar
753
Udacity Self Driving Car Engineer Project Unscented Kalman Filter & Sensor Fusion. See src/ukf.Cpp and src/tools.Cpp for my solution..
C++
autonomous-driving ekf kalman kalman-filter radar rmse sensor-fusion ukf unscented-kalman-filter
754
This repository is finished for Udacity Extended Kalman Filter Project
C++
Cmake
carnd extended-kalman-filters kalman-filter radar self-driving-car
755
TankBot
14/09/2018
3 years ago
Small chain driven robot with camera and LiDAR as a robotic learning project
C++
lidar-point-cloud robotics
756
TurtleBotLiDAR
14/06/2021
8 months ago
Very simple Turtlebot simulation with added LiDAR sensor
Javascript
feature-detection html-css-javascript robotics-simulation slam
757
RPLiDAR SLAMTEC
09/12/2021
3 months ago
SLAMtec RPLiDAR LiDAR SLAM A1 A2 A3 S1 S2 MapperM2 support Mapping navigation for ROS robot
jetson-nano lidar-sensor-scanner radar raspberry-pi ros-robot slam-lidar slamtec slamtec-rplidar tof ugv
758
R2 LiDAR icp
29/10/2021
2 months ago
Python
icp lidar-point-cloud neural-networks point-cloud point-cloud-registration
759
Extended kalman filter tracking
03/09/2021
3 weeks ago
LiDAR and radar sensor fusion using extended Kalman filters for object tracking
C++
kalman-filter radar sensor-fusion
760
Sf30 node release
31/05/2016
4 years ago
driver
761
CarND Unscented Kalman Filter
26/07/2017
4 years ago
Unscented Kalman Filter Project for Self Driving Car ND using C++
C++
kalman-filter radar self-driving-car sensor-fusion ukf
762
FollowBot
22/05/2017
4 years ago
Coming soon :)
Python
Opencv
ai computer-vision neural-networks ml raspberry-pi robotics
763
ILATM1B reader
24/01/2018
4 years ago
MATLAB reader for NSIDC ILATM1B datasets.
Matlab
atm geospatial-data reader
764
Udacity sensor fusion
27/04/2020
1 years ago
Sensor Fusion ND program
C++
pcl-library udacity
765
LiDAR notebooks
12/06/2019
2 years ago
Notebooks for the LiDAR processor repository
Jupyter
766
Codelabs cesium 20
16/08/2020
10 months ago
Visualizing Lyft's Level 5 LiDAR self driving cars dataset in an open standard format with the 3D geospatial library, CesiumJS
Javascript
cesium-ion cesiumjs glitch self-driving-car tech-talk visualization
767
The project deals with fusion of Camera Sensor and LiDAR Sensor to estimate and track objects in consequent frames.
camera sensor sensor-fusion udacity-self-driving-car udacity-sensor-fusion-nanodegree
768
Road curb segmentation
13/02/2022
1 month ago
Road curb segmentation from point cloud
Python
point-cloud segmentation
769
Ins for multirotors
15/09/2013
1 years ago
STEM science fair project. An indoor navigation system for multirotors.
Glsl
atmega
770
Kidnapped Vehicle
06/11/2017
2 years ago
Kidnapped Vehicle
C++
localization motion-model particle-filter self-driving-car udacity
771
Extended Kalman Filter
30/08/2018
3 years ago
Extended Kalman Filter on LiDAR and Radar sensor feed
C++
extended-kalman-filters lidar-measurements radar radar-measurements self-driving-car
772
Lms1xx
12/11/2019
2 years ago
ROS package for interfacing with bottom LiDAR
C++
ros
773
Extended Kalman Filter
22/12/2019
1 years ago
Sensor fusion from LiDAR and Radar data
C++
kalman-filter radar sensor-fusion
774
Jiggle ws
03/06/2020
1 years ago
ROS workspace to build and test Jiggle SLAM
Javascript
ros slam
775
Scott
17/08/2020
1 years ago
This code was used to implement a sagittal plane LiDAR for the Scott Robot, as part of a project I worked on at Plymouth University. A custom, lightweight ROS node is used to encode LiDAR readings into a 2D image, which is then analysed using OpenCV algorithms as a proof of concept.
Makefile
laser-reader laserscan laserscan-data rplidar-ros
776
SILVAN.Exe
13/04/2021
10 months ago
3D immersive software for visualization and mensuration of LiDAR point clouds
forestry point-cloud
777
Character selection threejs
10/03/2021
2 months ago
3D model carousel using ThreeJS and LiDAR scanning
Javascript
Three-js
778
Robot localization algorithms
08/04/2021
1 month ago
Algorithms for robot localization and perception
Jupyter
algorithms extended-kalman-filters kalman-filter localization monte-carlo radar
779
MD
10/02/2022
1 week ago
G-code
arduino raspberry-pi-4 robotics ros slam
780
SDC KalmanFilter
22/10/2017
4 years ago
Self driving car project: Kalman Filter Design
Jupyter
Python
kalman-filter radar
781
LidR tutorial
27/11/2018
1 years ago
A walkthrough in lidR
R
als forestry point-cloud tutorial
782
LiDAR gobgob
28/01/2019
3 years ago
LiDAR code for 2019 France robotics cup
Python
rplidar
783
SFND LiDAR Obstacle Detection
30/09/2019
1 years ago
Sensor Fusion Nanodegree Project
C++
3d-detection pcl
784
UKF Highway
23/02/2020
1 years ago
Unscented Kalman Filter using LiDAR and Radar sensors
C++
autonomous-vehicles kalman-filter radar robotics sensor-fusion
785
Drover
31/01/2020
3 months ago
C
avr dc-motor embedded pid-control step-motor ultrasonic-sensor
786
Conan laszip
09/03/2020
11 months ago
[Testing repo for conan center index] Conan recipes for LASzip
Python
compression conan conan-packages conan-recipe laszip
787
Extended Kalman Filter
19/03/2020
1 years ago
Sensor fusion using an Extended Kalman Filter
C++
kalman-filter radar sensor-fusion
788
Scanfusion
14/10/2019
1 years ago
Sensor fusion using depth camera and LiDAR! RGB D
C++
rgbd sensor-fusion
789
Tcagp lipad static.Github.Io
01/12/2020
1 years ago
This is the static version of the lipad website temporarily being used as placeholder for the original LiDAR Portal for Archiving and Distribution.
Javascript
philippines
790
PCL tim grabber
20/09/2020
4 months ago
Sick sensor grabber for PCL (Point Cloud Library)
C++
grab grabber lidar-point-cloud pcl pointcloudlibrary sensor sick
791
SFND 3D Object Tracking
30/06/2020
1 years ago
Tracking 3D bounding boxes and computing Time To Collision based on LiDAR and camera.
C++
camera lidar-points ttc-estimates
792
My robot
29/06/2020
1 years ago
A generic home world with multiple obstacles and a differential drive robot.
Cmake
camera gazebo robotics ros template world
793
Variable autoencoder
13/10/2021
5 months ago
Module to test on how Variable Auto Encoder behaves with LiDAR and stereo camera.
Python
Tensorflow
stereo-vision
794
Mini Autonomous Mobile
04/08/2021
4 months ago
A tiny autonomous car based on a Pixhawk controller, a LiDAR sensor and a GPS
C++
autonomous-vehicles gps motion-control pixhawk
795
Highlights of the Project: Filtering, Segmentation, Clustering, and Bounding boxes.
Makefile
self-driving-car sensor-fusion
796
ILiDAR
23/03/2021
7 months ago
Making use of the iPhones LiDAR sensor. For an example have a look at https://haukegron.Github.Io/iLiDAR/.
R
forestry lidr
797
Optimal shape generation
21/07/2021
6 months ago
This package introduces the concept of optimizing target shape to remove pose ambiguity for LiDAR point clouds. Both the simulation and the experimental results confirm that by using the optimal shape and the global solver, we achieve centimeter error in translation and a few degrees in rotation even when a partially illuminated target is placed 30 meters away!
Matlab
camera cassie detection extrinsic-calibration fiducial-markers global-solution-methods global-solver lidar-camera-calibration lidar-camera-fusion lidar-targets markers optimal point-cloud robotics target
798
ATM Bathymetry Toolkit
09/03/2022
1 week ago
This collection of MATLAB functions is for working with ATM (Airborne Topographic Mapper, https://atm.Wff.Nasa.Gov/) laser altimetry data products in HDF5 waveform format as well as ATMs Continuous Airborne Mapping by Optical Translator (CAMBOT) three channel, natural color, red, green, and blue (RGB) digital images. The functions provide tools to geolocate laser footprints, identify supraglacial hydrological features such as lakes and channels and estimate their water depth from LiDAR data. The data products are freely available at the National Snow and Ice Data Center (NSIDC) at https://nsidc.Org/data/icebridge and can also be downloaded from the NASA Earthdata portal at https://earthdata.Nasa.Gov/
Matlab
airborne bathymetry
799
IDTReeS DataPrep ExtraFeatures
25/01/2022
1 week ago
Data preparation & feature extraction :deciduous tree:
R
classification hyperspectral
800
Bicycle tracking using sensor fusion of LiDAR and radar measurements using ekf
C++
ekf radar
801
RANSAC for FME
11/12/2018
3 years ago
Python
point-cloud ransac shape-detection
802
LiDAR360 lite
14/07/2017
4 years ago
LiDAR360 Lite is the free version of LiDAR360 a LiDAR point cloud processing software.
803
Unscented Kalman Filter Project
24/11/2017
3 years ago
Unscented kalman filter to estimate vehicle position from noisy LiDAR and radar data.
C++
radar simulation unscented-kalman-filter
804
LiDAR project
06/04/2020
7 months ago
Software for a little robot controlled by a Raspberry Pi and the host machine.
raspberry-pi robotics
805
FG User Manual
15/04/2020
9 months ago
The user manual for the FluvialGeomorph project.
Tex
Python
bookdown fluvial-geomorphology r
806
Particle Filter implementation for Vehicle Localization using C++
C++
gps localization particle-filter
807
Libtfmini
25/11/2019
1 years ago
C++17 header only, driver library for reading TFmini ToF LiDAR sensors written in modern C++
C++
tfmini tof
808
SDCND Unscented Kalman Filter
21/07/2019
2 years ago
Unscented Kalman Filter Implementation in C++
Jupyter
c++ radar self-driving-car sensor-fusion udacity ukf unscented-kalman-filter
809
State Estimation And Localization
23/03/2020
1 years ago
Error state EKF using IMU, GPS and LiDAR data
Jupyter
coursera extended-kalman-filter gps imu self-driving-car state-estimation
810
RoboND WhereAmI
25/05/2020
1 years ago
Localization in a static map, planning in a local map.
Cmake
amcl docker gazebo monte-carlo-localization particle-filters robond ros ros-kinetic rviz udacity udacity-nanodegree udacity-robotics-nanodegree
811
Points cascade matching
23/07/2020
1 years ago
Processing point clouds using cascade style selecion boxes
Jupyter
Python
3d pcl
812
Hello
20/04/2021
10 months ago
3D test
Html
react webviz
813
SY31 Camera et LiDAR
19/09/2021
6 months ago
Camera/LiDAR Target and obstacle detection with a TurtleBot
Makefile
camera detection
814
Cave Exploring Robot
24/11/2021
3 months ago
These are the packages of a simple robot exploring simulation with ROS. Using a LiDAR, the robot scans and stores the internal geometry of the cave in a point cloud.
C++
robotics ros
815
CarND Term2 P2
11/01/2018
4 years ago
Unscented Kalman Filter
Jupyter
estimation filtering kalman-filter radar udacity-self-driving-car unscented-kalman-filter
816
CarND Term2 P1
10/01/2018
4 years ago
Extended Kalman Filter
C++
estimation filtering kalman-filter radar udacity-self-driving-car
817
Spdpointsviewer
06/04/2020
1 years ago
OpenGL GUI interface for visualisation LiDAR data in SPD format.
C++
Opengl
full-waveform point-cloud spd spdlib visualisation
818
Archlinux pkgbuilds
22/11/2019
6 months ago
A collection of PKGBUILDs for Arch Linux not included in the AUR or modified from the AUR versions.
Shell
arch-linux arch-linux-package arch-linux-packages arch-linux-pkgbuild archlinux geoscience geospatial geospatial-processing geospatial-visualization gis lidar-point-cloud linux open-source opensource pkgbuild pkgbuild-scripts pkgbuilds
819
Glass
17/01/2021
10 months ago
A proof of concept, open sourced, smart visor / glass for the Blind
blind blind-people blindness glass laser opensource raspberrypi sensors smart visor
820
Nicher
07/03/2021
2 weeks ago
Python based Species Distribution Modelling (SDM) module with a focus on elevation derived vegetation mapping.
Python
ecological-niche-modelling neural-networks sdm species-distribution-modelling topographic-variables
821
RpLiDAR rpi
23/11/2021
2 months ago
SLAMtec RPLiDAR with a Raspberry PI
C++
driver lidar-measurements slamtec slamtec-rplidar
822
Stage vehicule autonome
15/09/2021
5 months ago
Documentation de stage l'INSA Toulouse : Dtection et prdiction d'obstacles avec camra et LiDAR.
camera jetson-nano neural-networks ros self-driving-car
823
AgriTech
18/08/2021
6 months ago
A module for manipulation LiDAR data from 3Dep
Jupyter
Python
3dep pdal
824
Cassis Squad
03/02/2022
1 week ago
If you are curious read below!
Python
arduino omniwheel raspberry-pi-3
825
LAS Reader
14/03/2022
1 week ago
Example code to read uncompressed LAS and compressed LAZ files easily using LASlib
C++
las laslib laszip laz lidar-point-cloud point-cloud pointcloudprocessing
826
LiDAR playground
10/08/2019
2 years ago
Various experiments with LiDAR data.
Python
827
Unscented Kalman Filter
30/09/2018
3 years ago
Unscented Kalman Filter for fusing LiDAR and Radar data
C++
ctrv-model radar self-driving-car sensor-fusion udacity-self-driving-car unscented-kalman-filter
828
CarND EKF
10/11/2018
3 years ago
Extended Kalman Filter that estimates the state of a moving object via Radar and LiDAR sensor fusion
C++
extended-kalman-filter kalman-filter radar self-driving-car sensor-fusion udacity udacity-self-driving-car
829
CarND Kidnapped Vehicle Project
22/02/2018
11 months ago
Particle Filter Project for Self Driving Car ND
C++
localization particle-filter radar self-driving-car
830
Tracking of 3D Bounding boxes and computation of time to collision using LiDAR and Camera
C++
Opencv
computer-vision ttc yolov3
831
Arduino OSC SLIP
08/10/2020
1 years ago
Projeto que permite enviar mensagens OSC (Open Sound Control) a partir de um Arduino via SLIP (Serial Line Internet Protocol).
C++
arduino interface osc slip sonar ultrassonic
832
LiDAR tinkering iPython
22/07/2021
7 months ago
Some iPython notebooks, to display and explore 3D LiDAR data. Also an interactive binder version.
Jupyter
3d binder ipython-notebook lidar-point-cloud
833
3DScene
09/05/2021
5 months ago
Risliey prism LiDAR simulation.
C++
Opengl
image-processing lidar-data lidar-point-cloud
834
RPLiDARVisualizer
16/04/2021
1 month ago
RPLiDAR measurement laser program for visualizing unevenness in paving brick
Python
livedata matplotlib plot plotly plotly-dash rplidar visualization
835
2021 General Meeting Minutes
17/11/2021
3 months ago
Contains the source code of the minutes of the 2021 General Meeting.
Tex
wind wind-energy wind-lidar
836
Scan to point cloud
03/01/2022
2 months ago
ROS package for converting laser scans to point clouds.
C++
837
Xyz pages
03/01/2022
2 months ago
Xyz.Cct.Lsu.Edu
Css
hugo photogrammetry point-cloud potree
838
Nrg seminar
14/11/2017
3 years ago
A program for calculating RGB of LiDAR point cloud points based on ortho photos
Java
las-files lidar-point-cloud point-cloud
839
Haard Wildfire Fuels Hazard
25/01/2022
2 weeks ago
Code and figures for Heisig, J. Olson, E. Pebesma, E. Predicting Wildfire Fuels and Hazard in a Central European Temperate Forest Using Active and Passive Remote Sensing. Fire 2022, 5, 29. Https://doi.Org/10.3390/fire5010029
R
forest hazard remote-sensing wildfire
840
LMS Scaner
28/01/2018
3 years ago
A application of SICK LiDAR LMS151/111/511 series
C#
sick
841
Unscented Kalman Filter (UKF) Localization Project using C++ and Eigen library for the Self Driving Car Nanodegree at Udacity
C++
Other
carnd eigen kalman-filter localization mercedes-benz nis radar rmse udacity udacity-nanodegree udacity-self-driving-car unscented-kalman-filter
842
LMI LiDAR Mapping Instrument
21/05/2018
3 years ago
A three dimensional LiDAR scanner built as part of ASTR 202 in Spring 2018 (Wellesley College)
Python
point-cloud student-project
843
Experimental LiDAR
24/05/2019
10 months ago
LiDAR robot for SLAM algorithm
Python
C
arduino
844
SDCND Extended Kalman Filter
21/07/2019
2 years ago
Extended Kalman Filter implementation in C++
C++
ekf extended-kalman-filter radar sensor-fusion udacity
845
LiDAR processor
23/03/2019
2 years ago
LiDAR data processing
Python
cdr2019 robotics
846
Alcohol and Lider sensor
24/04/2019
2 years ago
This code works with alcohol and LiDAR sensor
C++
alcohol arduino boolean
847
Kalman filters
18/04/2020
1 years ago
Extended and unscented kalman filters for estimating vehicle positiong through fusion of LiDAR and radar measurement
C++
acceleration-model extended-kalman-filters fusion-model kalman-filter radar radar-measurement unscented-kalman-filters
848
MUFE
01/03/2021
1 years ago
Multi floor mapping including the elevator
duckpod elevator iros mapping point-cloud
849
Minor simulator
08/10/2021
1 month ago
Self driving car using a neural network to steer. Simulation in SimPyLC.
Python
neural-networks regression scikit-learn self-driving-car simulation sonar
850
LiDARCharacterization
15/09/2021
6 months ago
Characterize two types of Laser Imaging Detection and Ranging (LiDAR) stressed on different conditions
Matlab
Other
laser lidar-r radar
851
Autonomous movement using LiDAR data
Python
autonomous autonomous-car autonomous-driving autonomous-vehicles lidar-point-cloud mybot ros ros-noetic rviz zed-camera
852
LiDAR snow sim
21/03/2022
this week
LiDAR snow simulation
3d autonomous-driving computer-vision lidar-point-cloud point-cloud simulation snow snowfall snowflake
853
Extended Kalman Filter
16/10/2017
2 years ago
Extended Kalman Filters
C++
extended-kalman-filters motion-models radar self-driving-car sensor-fusion udacity
854
CarND Extended Kalman Filter
05/06/2017
4 years ago
Sensor fusion of radar and LiDAR measurements via extended kalman filter for localization
C++
kalman-filter localization radar udacity-self-driving-car
855
Mqp quadrotor
22/02/2017
5 years ago
Github Repo of Socket Server used by On Board Sensors to communicate with Raspberry Pi
C++
camera ekf quadrotor raspberry-pi socket-server
856
Forestfrag3D poster
19/03/2018
2 years ago
Poster for Generalized 3D Fragmentation Index Paper (Petras et al. 2017)
Tex
3d 3d-raster forestry fragmentation gis grass-gis point-cloud r3-forestfrag spatial-pattern trees
857
Arduino VL53L0X
02/09/2019
2 years ago
Parking sensor using VL53L0X LiDAR sensor instead of sonar
C++
arduino nrf24l01 rotary-encoder vl53l0x
858
2D LiDARNet
12/05/2020
1 years ago
R
859
Ros LiDAR recorder
26/08/2020
1 years ago
Save LaserScan data to csv
C++
csv dataset ros
860
LiDAR CNN
03/11/2020
10 months ago
Learning Semantic Place Labels from Occupancy Grids using CNNs for LiDAR Classification
Jupyter
convolutional-neural-networks lidar-cnn occupancy-grids
861
3D Object Tracking
24/06/2021
4 months ago
3D object tracking using keypoint detection and feature matching, LiDAR point cloud data, and image classification using YOLO deep learning model.
C++
Opencv
classification-model freak keypoint-descriptor keypoints-detector orb point-cloud sift-descriptors yolov3
862
Sensor fusion specialization
27/03/2021
10 months ago
Set of projects developed for Udacity's Sensor Fusion specialization
C++
image-processing kalman-filter radar sensorfusion
863
G3DTLas
03/02/2022
1 month ago
Las file Library
C++
Qt
Other
las las-file point-cloud
864
Camsense X1
25/02/2022
3 weeks ago
UNFINISHED: an arduino library for reading out the Camsense X1 LiDAR. Intended for ESP32
C++
865
Micro station
21/03/2022
this week
Create to join scripts for read data from the micrometeorological stations.
Python
anemometer sodar solys
866
Extended kalman filter
26/06/2017
4 years ago
Sensor Fusion for LiDAR and Radar measurements
C++
radar robotics self-driving-car sensor-fusion
867
Unscented Kalman Filter
24/10/2017
2 years ago
Unscented Kalman Filters
C++
motion-models radar self-driving-car sensor-fusion udacity unscented-kalman-filter unscented-transformation
868
This repository is finished for Udacity Unscented Kalman Filter Project
C++
Cmake
carnd kalman-filter radar ukf
869
Hello sweep
21/07/2017
4 years ago
Sample application for sweep
Typescript
Three-js
angular angular-cli websocket
870
Term 2 Project 7 Self Driving Car Nano Degree Proram, Unscented Kalman Filter
C++
radar rmse ukf unscented-kalman-filter
871
YdLiDAR deprecated
14/06/2018
1 years ago
ROS 2 version of EAI ydLiDAR pkg
C++
adlink-ros ros2
872
LiDAR gridMetrics
07/02/2018
4 years ago
A collection of Python scripts that automate FUSION gridMetric runs and assemble the output into ArcGIS
Python
arcgis fusion python-script
873
AgriRoof
01/09/2020
2 months ago
Potential Flat Rooftop Detection using LiDAR and GIS for Rooftop Farming
R
gis lidr point-cloud rooftop-detection
874
Laspy waveform
23/08/2020
1 years ago
Laspy based LiDAR waveform reading
Python
las laspy point-cloud waveform wdp
875
3D urban land cover classification by prior level fusion of LiDAR point cloud and optical imagery
Jupyter
classification point-cloud
876
LiDAR to roblox
01/01/2022
2 months ago
Experiments converting 3D Mac Iphone LiDAR scans to Roblox Game engine.
blender polycam roblox
877
Sensordata streamer
20/02/2022
3 weeks ago
ROS Package to Stream Sensor Data from ROS Messages to a UDP Server
Python
camera ids ros ros2 sensor
878
ESP rpLiDARS2
17/03/2022
this week
ESP32 (Arduino) RPLiDAR S2 interface library
C++
arduino arduino-library esp32 esp32-arduino esp32-library
879
GRS60312 GR8
07/06/2017
4 years ago
Group Repository for the Remote Sensing and GIS Integration course
R
gis-data psql-database
880
CarND Unscented Kalman Filter
14/06/2017
8 months ago
Utilize an Unscented Kalman Filter to estimate the state of a moving object of interest with noisy LiDAR and radar measurements
C++
kalman-filter radar self-driving-car sensor-fusion simulator uwebsocketio
881
Lagun EX
16/11/2018
1 years ago
LWaves: Applicability of LiDAR on wave measurements
Matlab
fieldwork fluid-mechanics hydrodynamics lagun-ex lwaves modelling thesandengine tudelft waves
882
Lasparser
15/11/2018
3 years ago
LAS File parser based upon itowns old code. Uses plain Javascript.
Javascript
nodejs nodejs-modules
883
Multi Sensor
09/10/2018
1 years ago
Multi Sensor Fusion, VLP 32C LiDAR driver
Python
lidar-driver velodyne vlp-32
884
NEON RSDI
06/02/2018
3 years ago
Tutorials for 2017 & 2018 NEON AOP Remote Sensing Data Institutes.
Jupyter
ecology hyperspectral remote-sensing
885
Kalman Filters
20/12/2018
3 years ago
Extended Kalman Filters Project completed under the Udacity Self Driving Car Engineer Nano degree Program
C++
extended-kalman-filters radar sensor-fusion
886
Sdc extended kalman filter
01/06/2019
2 years ago
C++ implementation of extended kalman filter for self driving cars
C++
extended-kalman-filters radar
887
Geo labs
03/03/2019
3 years ago
Experiments, demos, and notebooks by CivicMapper.
Jupyter
entwine geodev
888
CarND Extended Kalman Filter
12/07/2017
4 years ago
Extended Kalman Filter Project for Self Driving Car ND using C++
C++
ekf kalman-filter radar self-driving-car sensor-fusion
889
CLA
28/05/2018
3 years ago
Python
mathematica
890
LiDAR server flask vue
06/06/2019
2 years ago
Visualize processed LiDAR data through a web interface
Javascript
flask vuejs
891
LiDAR scanner
31/03/2019
6 months ago
Escaner LiDAR de Cobertura Vegetal
C++
3d-scanner agriculture arduino lidar-scanner precision-agriculture scanner
892
Unscented Kalman Filter
02/01/2021
1 years ago
Unscented Kalman Filter Implementation by using a deterministic sampling approach to estimate the state of multiple cars on a highway using LiDAR and Radar sensor measurements.
C++
kalman-filter nonlinear-dynamics polar-coordinates radar unscented-kalman-filter
893
Parakeet sdk
01/06/2021
7 months ago
Classes and utilities for interfacing with/using the Parakeet Pro
C++
894
Regent Scholarship Research with UWW where we are using machine learning in an autonomous driving lab to collect visual and LiDAR based models to have optimal guidance of 60GHz Wireless Network.
Python
5g 5g-beamforming 60ghz camera c++ neural-networks regent-scholarship ros visual
895
SFND LiDAR Obstacle Detection
08/03/2021
10 months ago
LiDAR point cloud processing project. This project performs processing of LiDAR point cloud information to determine obstacles. This is done by performing segmentation to determine which points belong to the same 3D plane and clustering to determine which points represent an obstacle on the road
C++
obstacle-detection pcl
896
LiDAR glasses
28/02/2021
7 months ago
Use LiDAR and IMU to measure height and length of objects
C++
897
TFLuna I2C Python
15/07/2021
8 months ago
A Python module for the Benewake TFLuna LiDAR distance sensor in I2C mode
Python
benewake tf-luna tfluna
898
DroneETF
08/10/2021
5 months ago
Drone navigation and collision avoidance Gazebo
Makefile
autonomous-navigation drone gazebo
899
2Axis LiDARScanner
03/11/2021
4 months ago
ME 134 Homework 1
Python
lidar-point-cloud raspberry-pi-zero-w servo-motor
900
HLS LFCD
25/02/2022
3 weeks ago
An Arduino library for reading data from the HLS LFCD LiDAR.
C++
arduino-library esp32
901
Mhmp
23/06/2016
1 years ago
Minecraft Height Model Plugin Generates the canton of Zurich in Minecraft using LiDAR data
Java
minecraft spigotmc zurich
902
LiDARLiteV3
31/01/2017
5 years ago
WPILibJ library for the distance sensor by Garmin
Java
i2c maven wpilib
903
Autonomous racecar
24/08/2018
3 years ago
Autonomous RC car controlled by ROS
C++
autonomous-car docker ros slam
904
LiDAR Mapper
03/04/2018
3 years ago
A LiDAR 3D Mapping system which is very low cost at 5000(~80$) made using arduino.
C++
arduino lidar-mapper lidar-measurements lidar-point-cloud pcb processing
905
Unscented Kalman Filter
11/05/2018
3 years ago
C++
radar sensor-fusion unscented-kalman-filter
906
Carnd term2 UKF
01/03/2018
3 years ago
UKF project for Udacity SDCND term 2
C++
radar sensor-fusion unscented-kalman-filter
907
Year4Project
09/10/2019
12 months ago
This is the repository for my final year project in software development.
C++
hardware rplidar visual-studio
908
Udacity SensorFusion Nanodegree
03/06/2020
1 years ago
This repository contains all the completed projects of SFND with Udacity
C++
Cmake
camera kalman-filter radar sensor-fusion
909
Sensor Fusion of Camera + LiDAR to determine time to collision (TTC)
C++
camera sensor-fusion
910
Ptx cloud scan splitter
01/09/2020
1 years ago
Split PTX file into individual scans
Python
911
Capstone CMS
14/10/2020
1 years ago
Ontario Tech U's 2020 Capstone Project
Matlab
computer-vision gazebo-simulator navigation ros
912
List of Projects pertaining to Udacity's world famous "Self Driving Car Engineer Nanodegree" Program.
computer-vision control kalman-filter kinematics motion-planning radar self-driving-car sensor-fusion udacity-self-driving-car wheel
913
Docker cloudcompare
16/02/2021
6 months ago
Dockerised CloudCompare application for headless batch calculations.
Dockerfile
cloudcompare point-cloud
914
LiDAR
09/11/2021
2 months ago
Rust
915
SCNet
08/03/2022
2 weeks ago
Implementation of our paper entitiled S&CNet: A lightweight network for fast and accurate depth completion published in JVCI.
Python
Pytorch
attention-mechanism depth-completion depth-estimation lightweight non-local senet
916
CarND Unscented Kalman Filter
04/07/2017
4 years ago
Sensor fusion of radar and LiDAR measurements via unscented kalman filter for localization
C++
radar udacity-self-driving-car unscented-kalman-filter
917
CarND Extended Kalman Filter
31/10/2017
4 years ago
Udacity CarND Extended Kalman Filter Project
C++
kalman-filter radar self-driving-car udacity
918
Gmireles210.Github.Io
14/10/2018
2 years ago
Html
gis msgt of remote sensing tacoma university washington
919
In this project we will utilize a kalman filter to estimate the state of a moving object of interest with noisy LiDAR and radar measurements.
C++
autonomous-driving autonomous-vehicles kalman-filter kalman-tracking radar-measurements sensor-fusion
920
In this project we will utilize an unscented filter to estimate the state of a moving object of interest with noisy LiDAR and radar measurements.
C++
autonomous-driving autonomous-vehicles kalman-filter radar sensor-fusion unscented-kalman-filter
921
P2.Js
02/05/2020
1 years ago
Intersection Management System
Python
Java
android-studio mobile-edge-computing
922
Extended Kalman Filters
24/05/2020
5 months ago
Extended Kalman Filters (project 5 of 9 from Udacity Self Driving Car Engineer Nanodegree)
C++
extended-kalman-filter extended-kalman-filters geometry jacobian-matrix kalman-filter radar sensor-fusion sensors trigonometry
923
Scribbled notes
16/08/2020
1 years ago
Written by referring research papers and official documentation
Matlab
bayesian-filter camera extended-kalman-filter imu kalman-filter particle-filter radar unscented-kalman-filter
924
Github slideshow
24/04/2021
10 months ago
We from Robocup UTHM :turtlerbot:
Python
gazebo ros rviz slam turtlebot yolo
925
AgriTech
16/08/2021
3 weeks ago
This package contains scripts for reading and visualising LiDAR data
Jupyter
Python
3dvision etl lidar-point-cloud
926
ETL tool for extracting LiDAR data
18/08/2021
5 months ago
A Python module that allows for easy access to Light Detection and Ranging (LiDAR) point cloud data. It also includes a module to visualize and transform publicly available satellite and LiDAR data.
Jupyter
Python
3dep pdal
927
Matlab
mathematical-morphology point-cloud
928
LiDARi Delta 2A
01/03/2021
1 years ago
Low cost 360 scanning LiDAR
C#
.net
929
LiDAR
13/12/2021
3 months ago
A LiDAR 3D scanner build with a LiDAR Lite v3HP sensor by Garmin and SG90 servo motors
Python
3d-graphics pi pico pipico rp2040 scanner
930
Ros2 laser scan merger
22/02/2022
3 weeks ago
A ros2 package to merge several laserscan topics by creating a new virtual laserscan topic. Each source laserscan could be configure via the parameter to determine the heading of each source laserscan and the relative position of each source laserscan to the virtual laserscan
Python
c++ laserscan merge-laserscans ros2 ros2-foxy
931
Twerk LiDAR robot
04/09/2021
2 months ago
This is a robot with a single point LiDAR and imu for navigation
Javascript
Three-js
imu quadruped robotics teensy teensyduino telemetry-data tof
932
Basic LiDAR Process
03/07/2021
1 week ago
LiDAR, Pointcloud, perception
Makefile
sensor-fusion
933
Genoa shipwreck
09/11/2021
4 months ago
Web based LiDAR scan viewer of the wreck of the City of Genoa in Lake Huron, Detroit.
Javascript
cesiumjs point-cloud react resium
934
Hdl graph SLAM
11/10/2021
3 months ago
3D LiDAR based Graph SLAM
C++
hdl-graph-slam point-cloud ros rslidar slam velodyne
935
Unscented Kalman Filters
03/02/2018
4 years ago
Using Unscented Kalman Filters to Fuse the Measurements Recorded by LiDAR and RADAR sensors of a Self Driving Car
C++
radar self-driving-car sensor-fusion unscented-kalman-filter
936
LiDAR Obstacle Detection Udacity
17/08/2021
7 months ago
Project based on LiDAR functionalities and its application in Autonomous Driving
Python
autonomous-driving autonomous-vehicles sensor-fusion udacity-sensor-fusion-nanodegree
937
Matlab
Other
mathematical-morphology point-cloud
938
RpLiDAR a2
08/04/2018
3 years ago
C++11 and Python scripts for the SLAMTEC RP LiDAR A2
Cmake
c++ ros
939
TurtleBotLiDAR
18/01/2018
4 years ago
TurtleBot LiDAR driver without ros !
C
robotics ros turtlebot
940
SLAM Robot
04/10/2019
4 months ago
Self Autonomous Robot utilizing SLAM.
Python
robotics ros sensor slam

Back to Hub