A resource repository for 3D machine learning
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Updated
Jun 25, 2022
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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.
A resource repository for 3D machine learning
Draco is a library for compressing and decompressing 3D geometric meshes and point clouds. It is intended to improve the storage and transmission of 3D graphics.
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
A command line toolkit to generate maps, point clouds, 3D models and DEMs from drone, balloon or kite images.
The public CGAL repository, see the README below
The open source mesh processing system
OpenPCDet Toolbox for LiDAR-based 3D Object Detection.
We keep this issue open to collect feature requests from users and hear your voice. Our monthly release plan is also available here.
You can either:
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space
open Multi-View Stereo reconstruction library
Tooling for professional robotic development in C++ and Python with a touch of ROS, autonomous driving and aerospace.
Seriously dockerized here.
Not relevant.
Autovacuum is either not set or untuned in WebODM
Similar to #723 , add tests for all possible combinations so they don't break in the future.
PointNet and PointNet++ implemented by pytorch (pure python) and on ModelNet, ShapeNet and S3DIS.
Specification for streaming massive heterogeneous 3D geospatial datasets
Deep Hough Voting for 3D Object Detection in Point Clouds
3D LIDAR-based Graph SLAM
Frustum PointNets for 3D Object Detection from RGB-D Data
A general 3D object detection codebse.
A BVH implementation to speed up raycasting and enable spatial queries against three.js meshes.
PointCNN: Convolution On X-Transformed Points (NeurIPS 2018)
PyTorch implementation of Pointnet2/Pointnet++
ROS package to find a rigid-body transformation between a LiDAR and a camera for "LiDAR-Camera Calibration using 3D-3D Point correspondences"
Papers and Datasets about Point Cloud.