Torch Points 3D is a framework for developing and testing common deep learning models to solve tasks related to unstructured 3D spatial data i.e. Point Clouds. The framework currently integrates some of the best-published architectures and it integrates the most common public datasets for ease of reproducibility. It heavily relies on Pytorch Geometric and Facebook Hydra library thanks for the great work! We aim to build a tool that can be used for benchmarking SOTA models, while also allowing practitioners to efficiently pursue research into point cloud analysis, with the end goal of building models which can be applied to real-life applications. Task driven implementation with dynamic model and dataset resolution from arguments. Core implementation of common components for point cloud deep learning - greatly simplifying the creation of new models. 4 Base Convolution base classes to simplify the implementation of new convolutions. Each base class supports a different data format.

Features

  • Residual Block, Down-sampling and Up-sampling convolutions
  • Rotation, Scaling, Jitter
  • FPS, Random Sampling, Grid Sampling
  • Radius Search, KNN
  • Core Neighbour Finder
  • Task driven implementation with dynamic model
  • Core implementation of common components for point cloud deep learning

Project Samples

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License

BSD License

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Additional Project Details

Operating Systems

Linux, Windows

Programming Language

Python

Related Categories

Python Frameworks, Python Machine Learning Software, Python Deep Learning Frameworks, Python Point Cloud Software

Registered

2022-08-10