Awesome

awesome-point-cloud-processing

A curated list of awesome Point Cloud Processing Resources, Libraries, Software. Inspired by awesome-machine-learning

Please feel free to add more resources (pull requests)

Tutorials

Data Structures for Large 3D Point Cloud Processing. Data Structures for Large 3D Point Cloud Processing Tutorial at the 13th International Conference on Intelligent Autonomous Systems

INF555 Geometric Modeling: Digital Representation and Analysis of Shapes: lecture 7.

3D Deep Learning on Point Cloud Data

Libraries

• PCL - Point Cloud Library is a standalone, large scale, open project for 2D/3D image and point cloud processing.
• 3DTK - The 3D Toolkit provides algorithms and methods to process 3D point clouds.
• PDAL - Point Data Abstraction Library is a C++/Python BSD library for translating and manipulating point cloud data.
• libLAS is a C/C++ library for reading and writing the very common LAS LiDAR format (Legacy. Replaced by PDAL).
• entwine is a data organization library for massive point clouds, designed to conquer datasets of hundreds of billions of points as well as desktop-scale point clouds.
• PotreeConverter is another data organisation library, generating data for use in the Potree web viewer.
• lidR R package for Airborne LiDAR Data Manipulation and Visualization for Forestry Applications.
• pypcd Python module to read and write point clouds stored in the PCD file format, used by the Point Cloud Library.
• Open3D is an open-source library that supports rapid development of software that deals with 3D data. It has Python and C++ frontends.
• cilantro A Lean and Efficient Library for Point Cloud Data Processing (C++).
• PyVista 3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit(VTK).
• pyntcloud is a Python library for working with 3D point clouds.
• pylas Reading Las (lidar) in Python.
• PyTorch PyTorch Geometric (PyG) is a geometric deep learning extension library for PyTorch.

Software (Open Source)

• Paraview. Open-source, multi-platform data analysis and visualization application.
• MeshLab. Open source, portable, and extensible system for the processing and editing of unstructured 3D triangular meshes
• CloudCompare. 3D point cloud and mesh processing software Open Source Project
• OpenFlipper. An Open Source Geometry Processing and Rendering Framework
• PotreeDesktop. A desktop/portable version of the web-based point cloud viewer Potree
• 3d-annotation-tool. A lightweight desktop application to annotate pointclouds for machine learning.

Servers

• LOPoCS is a point cloud server written in Python
• Greyhound is a server designed to deliver points from Entwine octrees

Web-based point cloud viewers

• Potree is a web-based octree viewer written in Javascript.

Conferences

• International LiDAR Mapping Forum International LiDAR Mapping Forum (ILMF)
• 3D-ARCH is a series of international workshops to discuss steps and processes for smart 3D reconstruction, modelling, accessing and understanding of digital environments from multiple data sources.
• Geo Business Geospatial event with many 3D Point clound and LiDAR presentations.
• LiDAR Comex The Lidar Commercial Expo.

Community

• Laser Scanning Forum Laser Scanning Forum
• PCL Discord Point Cloud Library (PCL) Discord channel.

Papers

awesome-point-cloud-analysis for anyone who wants to do research about 3D point cloud.

Efficient Processing of Large 3D Point Clouds Jan Elseberg, Dorit Borrmann, Andreas N̈uchtre, Proceedings of the XXIII International Symposium on Information, Communication and Automation Technologies (ICAT '11), 2011

Data Structure for Efficient Processing in 3-D Jean-François Lalonde, Nicolas Vandapel and Martial Hebert, Robotics: Science and Systems I, 2005

An out-of-core octree for massive point cloud processing K. Wenzel, M. Rothermel, D. Fritsch, N. Haala, Workshop on Processing Large Geospatial Data 2014

News

LiDAR News About 3D laser scanning and lidar, along with a number of related technologies such as unmanned aerial systems – UASs and photogrammetry.

LiDAR Mag Magazine about LiDARs.

Wired The WIRED conversation illuminates how technology is changing every aspect of our lives—from culture to business, science to design.

GIM International GIM International is the independent and high-quality information source for everything the global geomatics industry has to offer.