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Point cloud

A point cloud is a set of data points in space. The points represent a 3D shape or object. Each point has its set of X, Y and Z coordinates.

https://github.com/wzzheng/PointOcc

Efficient Point-based 3D Semantic Occupancy Prediction

autonoumous-driving occupancy-prediction point-cloud

Last synced: 28 Oct 2024

https://github.com/thu-ml/3D_Corruptions_AD

Benchmarking Robustness of 3D Object Detection to Common Corruptions in Autonomous Driving, CVPR 2023

autonomous-vehicles cvpr2023 point-cloud self-driving-car

Last synced: 28 Oct 2024

https://github.com/chrise96/3D_Ground_Segmentation

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

cpp extraction ground ground-segmentation lastools lidar non-ground point-cloud preprocessing road-surface

Last synced: 27 Oct 2024

https://github.com/XuyangBai/PPF-FoldNet

PyTorch reimplementation for "PPF-FoldNet: Unsupervised Learning of Rotation Invariant 3D Local Descriptors" https://arxiv.org/abs/1808.10322

point-cloud ppf-foldnet ppfnet pytorch registration

Last synced: 28 Oct 2024

https://github.com/Gorilla-Lab-SCUT/SSTNet

Instance Segmentation in 3D Scenes using Semantic Superpoint Tree Networks

3d deep-learning instance-segmentation point-cloud superpoint

Last synced: 28 Oct 2024

https://github.com/luost26/dmrdenoise

:snowman: Differentiable Manifold Reconstruction for Point Cloud Denoising (ACM MM 2020)

acm-mm acm-mm-2020 denoising denoising-network point-cloud

Last synced: 09 Oct 2024

https://github.com/ajhamdi/MVTN

pytorch implementation of the ICCV'21 paper "MVTN: Multi-View Transformation Network for 3D Shape Recognition"

3d 3d-models classification deep-learning iccv2021 point-cloud pytorch

Last synced: 28 Oct 2024

https://github.com/leonardodalinky/fpsample

Python efficient farthest point sampling (FPS) library. Compatible with numpy.

farthest-point-sampling point-cloud python

Last synced: 25 Dec 2024

https://github.com/rayguan97/M3DETR

Code base for M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers

3d-object-detection deep-learning kitti-dataset object-detection point-cloud transformer waymo-open-dataset

Last synced: 28 Oct 2024

https://github.com/dgriffiths3/pointnet2-tensorflow2

Pointnet++ modules implemented as tensorflow 2 keras layers.

classification deep-learning point-cloud pointnet pointnet2 segmentation tensorflow tensorflow2

Last synced: 27 Oct 2024

https://github.com/blakechen97/SASA

SASA: Semantics-Augmented Set Abstraction for Point-based 3D Object Detection

3d-object-detection point-cloud pytorch-implementation

Last synced: 28 Oct 2024

https://github.com/JunweiZheng93/APES

Official repository for paper "Attention-based Point Cloud Edge Sampling" (APES), Highlight@CVPR 2023

attention-based downsampling edge-points point-cloud

Last synced: 28 Oct 2024

https://github.com/HaochengWan/PVT

PVT: Point-Voxel Transformer for 3D Deep Learning

kitti modelnet40 point-cloud point-cloud-processing pvt pytorch s3dis shapenet sota

Last synced: 28 Oct 2024

https://github.com/shanjiayao/PTT

Official PyTorch Implementation for "PTT: Point-Track-Transformer Module for 3D Single Object Trackingin Point Clouds"

deep-learning point-cloud sot tracking

Last synced: 28 Oct 2024

https://github.com/l1997i/LiM3D

🔥(CVPR 2023) Less is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation

complexity computer-vision cvpr cvpr2023 deep-learning lidar point-cloud semantic-segmentation

Last synced: 28 Oct 2024

https://github.com/Suoivy/LPD-net

LPD-Net: 3D Point Cloud Learning for Large-Scale Place Recognition and Environment Analysis, ICCV 2019, Seoul, Korea

computer-vision deep-learning place-recognition point-cloud

Last synced: 28 Oct 2024

https://github.com/anshulpaigwar/Attentional-PointNet

Attentional-PointNet is Deep-Neural-Network architecture for 3D object detection in point clouds

3d-object-detection attention-mechanism autonomous-vehicles object-detection point-cloud pointnet pytorch pytorch-implmention

Last synced: 28 Oct 2024

https://github.com/MCG-NJU/LinK

[CVPR 2023] LinK: Linear Kernel for LiDAR-based 3D Perception

autonomous-driving detection large-kernels nuscenes point-cloud segmentation semantickitti

Last synced: 28 Oct 2024

https://github.com/qcraftai/distill-bev

DistillBEV: Boosting Multi-Camera 3D Object Detection with Cross-Modal Knowledge Distillation (ICCV 2023)

3d-object-detection autonomous-driving bev cross-modal distillation knowledge-distillation lidar multi-camera multi-modal nuscenes point-cloud self-driving

Last synced: 28 Oct 2024

https://github.com/mac137/ConSLAM

ConSLAM: Construction Dataset for SLAM

construction dataset point-cloud slam

Last synced: 16 Nov 2024

https://csiro-robotics.github.io/Wild-Places/

🏞️ [IEEE ICRA2023] The official repository for paper "Wild-Places: A Large-Scale Dataset for Lidar Place Recognition in Unstructured Natural Environments" To appear in 2023 IEEE International Conference on Robotics and Automation (ICRA)

benchmark dataset deep-learning lidar loop-closure natural-environments place-recognition point-cloud

Last synced: 16 Nov 2024

https://github.com/cgtuebingen/pointcloud-viewer

Efficient Large-Scale Point-Cloud Viewer based on OpenGL

gles glut large-scale opengl point-cloud qt scientific-visualization viewer visualization

Last synced: 27 Oct 2024

https://github.com/sky77764/pa-aug.pytorch

Part-Aware Data Augmentation for 3D Object Detection in Point Cloud (IROS 2021)

3d-object-detection data-augmentation lidar point-cloud

Last synced: 16 Dec 2024

https://github.com/kabouzeid/point2vec

Self-Supervised Representation Learning on Point Clouds (GCPR 2023 | T4V Workshop @ CVPR 2023)

lightning machine-learning point-cloud pytorch self-supervised-learning transformer vision vision-transformer

Last synced: 27 Oct 2024

https://github.com/StrayRobots/3d-annotation-tool

A graphical user interface to annotate point clouds and 3D data.

3d-vision bgfx computer-vision cpp detection labeling-tool lidar point-cloud

Last synced: 14 Nov 2024

https://github.com/KuangenZhang/ldgcnn

Linked Dynamic Graph CNN: Learning through Point Cloud by Linking Hierarchical Features

cnn dynamic-graphs modelnet-dataset point-cloud point-cloud-classification point-cloud-segmentation shapenet-dataset

Last synced: 28 Oct 2024

https://github.com/akhilthomas17/pointcloud-landmarks-extractor

Tools to detect and classify landmarks (currently, trees and pole-like objects) from point cloud data

classification difference-of-normals landmark-detection pcl-library point-cloud random-forest segmentation

Last synced: 27 Oct 2024

https://github.com/hyangwinter/flownet3d_pytorch

The pytorch implementation of flownet3d: https://github.com/xingyul/flownet3d

point-cloud pytorch-implementation scene-flow

Last synced: 28 Oct 2024

https://github.com/risteon/blender_kitti

Render large point clouds and voxel grids with blender.

blender cycles-renderer kitti-dataset-visualization point-cloud voxelization

Last synced: 16 Nov 2024

https://github.com/berensrwu/densemap

Creates a dense depth map from LiDAR point clouds.

depth-map kitti-dataset lidar point-cloud projection-mapping

Last synced: 23 Nov 2024

https://github.com/ivy-llc/vision

3D Vision functions with end-to-end support for deep learning developers, written in Ivy.

3d deep-learning depth ivy jax machine-learning mxnet numpy point-cloud python pytorch rendering sdf tensorflow vision voxel

Last synced: 15 Nov 2024

https://github.com/iKrishneel/octomap_server2

ROS2 stack for mapping with OctoMap, contains octomap_server package

octomap point-cloud ros2

Last synced: 18 Nov 2024

https://github.com/TUMFTM/FlexMap_Fusion

ROS 2 Autoware Tool for Map Georeferencing and OSM Fusion

autoware georeferencing lanelet2 mapping point-cloud ros2

Last synced: 11 Nov 2024

https://github.com/tumftm/flexmap_fusion

ROS 2 Autoware Tool for Map Georeferencing and OSM Fusion

autoware georeferencing lanelet2 mapping point-cloud ros2

Last synced: 11 Dec 2024

https://github.com/RunpeiDong/PointDistiller

[CVPR 2023] PointDistiller: Structured Knowledge Distillation Towards Efficient and Compact 3D Detection

3d-object-detection knowledge-distillation point-cloud

Last synced: 28 Oct 2024

https://github.com/leggedrobotics/tree_detection

This package implements a simple tree detector from point cloud data. It makes no assumptions about the ground plane and can handle arbitrary terrains.

cpp detection point-cloud ros tree tree-detection

Last synced: 12 Nov 2024

https://github.com/davidcaron/pye57

Read and write e57 point clouds from Python

e57 point-cloud python

Last synced: 24 Dec 2024

https://github.com/CKchaos/scn2pointcloud_tool

The toolbox implements the data conversion from CAD models (such as .obj/.off file) to point cloud(surface voxels) with RGB value and labels.

c-plus-plus cad-models point-cloud pointcloud python

Last synced: 27 Oct 2024

https://github.com/eliahuhorwitz/3d-ads

Official Implementation for the "Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection" paper.

anomaly-detection anomaly-segmentation deep-learning machine-learning mvtec-3d-ad mvtec-ad point-cloud pytorch unsupervised-learning

Last synced: 10 Nov 2024

https://github.com/pdal/wrench

Point cloud processing made easy!

gis pdal point-cloud

Last synced: 12 Nov 2024

https://github.com/cuge1995/pointcutmix

our code for paper 'PointCutMix: Regularization Strategy for Point Cloud Classification', Neurocomputing, 2022

3d-deep-learning data-augmentation deep-learning point-cloud

Last synced: 13 Nov 2024

https://github.com/cuge1995/PointCutMix

our code for paper 'PointCutMix: Regularization Strategy for Point Cloud Classification', Neurocomputing, 2022

3d-deep-learning data-augmentation deep-learning point-cloud

Last synced: 28 Oct 2024

https://github.com/huangcongqing/multi-sensor-fusion

多传感器融合(lidar radar camera)

camera detection lidar-point-cloud point-cloud radar

Last synced: 10 Dec 2024

https://github.com/VUKOZ-OEL/3d-forest

Visualization, processing and analysis of Lidar point clouds, mainly focused on forest environment. New version of 3D Forest. Process files with terabytes of data. Edit new point attributes. Simple addition of new features by plugins.

3d classification cpp cross-platform data-analysis desktop-application editor forest gui interactive-visualization las laser-scanning lidar opengl plugins point-cloud qt scientific-computing segmentation tree

Last synced: 14 Nov 2024

https://github.com/HuangCongQing/multi-sensor-fusion

多传感器融合(lidar radar camera)

camera detection lidar-point-cloud point-cloud radar

Last synced: 27 Oct 2024

https://github.com/Toytiny/RaFlow

Self-Supervised Scene Flow Estimation with 4-D Automotive Radar (RA-L & IROS'22)

automotive-radar autonomous-driving deep-learning point-cloud pytorch scene-flow-estimation self-supervised

Last synced: 28 Oct 2024

https://github.com/tegusi/RGCNN

Regularized Graph CNN for Point Cloud Segmentation

deep-learning point-cloud

Last synced: 28 Oct 2024

https://github.com/xinshuoweng/aiodrive

Official Python/PyTorch Implementation for "All-In-One Drive: A Large-Scale Comprehensive Perception Dataset with High-Density Long-Range Point Clouds"

challenges datasets detection evaluation forecasting perception point-cloud tracking

Last synced: 18 Nov 2024

https://github.com/xinge008/SSN

SSN: Shape Signature Networks for Multi-class Object Detection from Point Clouds (ECCV2020)

3d 3d-detection point-cloud

Last synced: 28 Oct 2024

https://github.com/seung-lab/fastremap

Remap, mask, renumber, unique, and in-place transposition of 3D labeled images. Point cloud too.

array-manipulations biomedical-image-processing cython in-place in-place-transposition looping masking numpy point-cloud python python3 remap remapping renumbering transpose unique

Last synced: 21 Dec 2024

https://github.com/cuge1995/cvpr-2020-point-cloud-analysis

CVPR 2020 papers focusing on point cloud analysis

computer-vision cvpr cvpr2020 deep-learning point-cloud

Last synced: 13 Nov 2024

https://github.com/imoonlab/pvrnet

PVRNet: Point-View Relation Neural Network for 3D Shape Recognition (AAAI 2019)

3d-shape-recognition deep-learning multi-view point-cloud pytorch

Last synced: 22 Nov 2024

https://github.com/iMoonLab/PVRNet

PVRNet: Point-View Relation Neural Network for 3D Shape Recognition (AAAI 2019)

3d-shape-recognition deep-learning multi-view point-cloud pytorch

Last synced: 28 Oct 2024

https://github.com/KIT-MRT/pointcloud_surface

Ground surface estimation algorithms based on point clouds.

fusion lidar point-cloud publication spline

Last synced: 27 Oct 2024

https://github.com/galmetzer/self-sample

Single shape Deep Point Cloud Consolidation [TOG 2021]

deep-learning point-cloud pytorch

Last synced: 15 Nov 2024

https://github.com/mitjap/pwmvs

CPU implementation of "Pixelwise View Selection for Unstructured Multi-View Stereo (Schönberger et al.)"

dense-reconstruction fusion multiview-stereo mvs point-cloud

Last synced: 28 Oct 2024

https://github.com/guochengqian/Pix4Point

Official implementation for [3DV 2024] `Pix4Point: Image Pretrained Standard Transformers for 3D Point Cloud Understanding`

image point-cloud pretraining

Last synced: 28 Oct 2024

https://github.com/guochengqian/pix4point

Official implementation for [3DV 2024] `Pix4Point: Image Pretrained Standard Transformers for 3D Point Cloud Understanding`

image point-cloud pretraining

Last synced: 23 Nov 2024

https://github.com/tolgabirdal/qecnetworks

Official implementation of the ECCV 2020 Oral Paper "Quaternion Equivariant Capsule Networks for 3D Point Clouds"

3d point-cloud pose-estimation quaternion

Last synced: 28 Oct 2024

https://github.com/ahestevenz/pcl-edge-detection

Edge-detection application with PointCloud Library

cpp edge-detection example pcl point-cloud

Last synced: 27 Oct 2024

https://github.com/dakshaau/icp

3D Point Cloud registration using ICP

icp point-cloud python-3

Last synced: 07 Nov 2024

https://github.com/haibo-qiu/GFNet

[TMLR 2022] Geometric Flow Network for 3D Point Cloud Semantic Segmentation

deep-learning point-cloud pytorch semantic-segmentation

Last synced: 28 Oct 2024

https://github.com/liuxinhai/Point2Sequence

Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-based Sequence to Sequence Network

3d classification deep-learning point-cloud segmentation

Last synced: 28 Oct 2024

https://github.com/soumik12345/point-cloud-segmentation

TF2 implementation of PointNet for segmenting point clouds

deep-learning keras point-cloud segmentation tensorflow2 tpu

Last synced: 02 Nov 2024

https://github.com/gacarrillor/loadthemall

QGIS plugin that recursively loads vector and raster layers stored in a directory structure, based on several filters

automatic batch directory filter geopackage layer-tree layers legend load multiple point-cloud pyqgis qgis qgis-plugin raster recursively shapefile style toc vector

Last synced: 27 Oct 2024

https://github.com/YurongYou/Hindsight

Code release for "Hindsight is 20/20: Leveraging Past Traversals to Aid 3D Perception" [ICLR 2022]

3d-detection autonomous-driving hindsight object-detection point-cloud pytorch

Last synced: 28 Oct 2024

https://github.com/fwilliams/fml

FML (Francis' Machine-Learnin' Library) - A collection of utilities for machine learning tasks

chamfer earth-mover-distance machine-learning optimal-transport point-cloud pytorch regularized-optimal-transport sinkhorn sinkhorn-distance wasserstein

Last synced: 28 Oct 2024

https://github.com/mlvlab/PointWOLF

Official Implementation (PyTorch) of "Point Cloud Augmentation with Weighted Local Transformations", ICCV 2021

iccv2021 point-cloud

Last synced: 28 Oct 2024

https://github.com/alvinwan/antsy3d

in-browser point cloud annotation tool for instance-level segmentation with fat markers

annotation object-segmentation point-cloud point-cloud-visualizer

Last synced: 28 Oct 2024

https://github.com/daavoo/aframe-pointcloud-component

A Point Cloud component for [A-Frame](https://aframe.io).

a-frame point-cloud

Last synced: 22 Oct 2024

https://github.com/yahuiliu99/PointConT

Official implementation of the paper "Point Cloud Classification Using Content-based Transformer via Clustering in Feature Space"

point-cloud pointnet2 pytorch

Last synced: 28 Oct 2024

https://github.com/jiangwei221/point-cloud-orthographic-projection

Ortho project a point cloud to XY, YZ, ZX planes.

point-cloud

Last synced: 28 Oct 2024

https://github.com/interdigitalinc/pccai

PccAI is a framework for AI-based point cloud compression

compression computer-vision deep-learning point-cloud pytorch

Last synced: 14 Nov 2024

https://github.com/poodarchu/vip

A New 3D Detector. Code Will be made public.

3d-object-detection computer-vision kitti nuscenes point-cloud

Last synced: 30 Nov 2024

https://github.com/l1997i/DurLAR

(3DV 2021) A High-fidelity 128-channel LiDAR Dataset with Panoramic Ambient and Reflectivity Imagery for Multi-modal Autonomous Driving Applications

3dvision autonomous-driving autonomous-vehicles computer-vision dataset depth-estimation durham durlar kitti lidar point-cloud robotics

Last synced: 16 Nov 2024

https://github.com/alvinwan/pcmatch

Iterative closest point (ICP) to match point clouds to templates

iterative-closest-point point-cloud point-cloud-visualizer point-registration

Last synced: 28 Oct 2024

https://github.com/ser94mor/lidar-obstacle-detection

Project: Lidar Obstacle Detection || Udacity: Sensor Fusion Engineer Nanodegree

cpp cpp17 lidar lidar-point-cloud obstacle-detection pcl point-cloud

Last synced: 27 Oct 2024

https://github.com/yanx27/urban3d-2021-2nd

The 2nd solution (68.1 mIoU) for 1st Urban3D challenge.

benchmark city-modeling point-cloud semantic-segmentation sensaturban urban-scale urban3d

Last synced: 21 Nov 2024

https://github.com/rui-qian/BADet

Rui Qian, Xin Lai, Xirong Li: BADet: Boundary-Aware 3D Object Detection from Point Clouds (Pattern Recognition 2022: IF=8.518)

autonomous-driving deep-learning object-detection point-cloud

Last synced: 28 Oct 2024

https://github.com/cuge1995/mesh-attack

our code for paper '3D Adversarial Attacks Beyond Point Cloud ', Information Sciences, 2023

adversarial-attacks deep-learning mesh point-cloud

Last synced: 13 Nov 2024

https://github.com/galmetzer/dipole-normal-prop

Learning Normal Orientation For Point Clouds [SIGGRAPH 2021]

deep-learning point-cloud pytorch

Last synced: 15 Nov 2024

https://github.com/RuiYang-1010/efficient_online_learning

Efficient Online Transfer Learning for 3D Object Detection in Autonomous Driving

3d-object-detection autonomous-driving deep-learning kitti-dataset online-learning point-cloud random-forest velodyne

Last synced: 27 Oct 2024

https://github.com/Crane-YU/rethink_rotation

[AAAI 2023] Rethinking Rotation Invariance with Point Cloud Registration (official pytorch implementation) https://rotation3d.github.io/

point-cloud rotation-invariant

Last synced: 28 Oct 2024