/Open3D

Open3D: A Modern Library for 3D Data Processing(fix cuda windows)

Primary LanguageC++OtherNOASSERTION

Open3D: A Modern Library for 3D Data Processing

Open3D is an open-source library that supports rapid development of software that deals with 3D data. The Open3D frontend exposes a set of carefully selected data structures and algorithms in both C++ and Python. The backend is highly optimized and is set up for parallelization. We welcome contributions from the open-source community.

Ubuntu CI macOS CI Windows CI

Core features of Open3D include:

  • 3D data structures
  • 3D data processing algorithms
  • Scene reconstruction
  • Surface alignment
  • 3D visualization
  • Physically based rendering (PBR)
  • 3D machine learning support with PyTorch and TensorFlow
  • GPU acceleration for core 3D operations
  • Available in C++ and Python

Here's a brief overview of the different components of Open3D and how they fit together to enable full end to end pipelines:

Open3D_layers

For more, please visit the Open3D documentation.

Python quick start

Pre-built pip packages support Ubuntu 18.04+, macOS 10.15+ and Windows 10+ (64-bit) with Python 3.8-3.11.

# Install
pip install open3d       # or
pip install open3d-cpu   # Smaller CPU only wheel on x86_64 Linux (v0.17+)

# Verify installation
python -c "import open3d as o3d; print(o3d.__version__)"

# Python API
python -c "import open3d as o3d; \
           mesh = o3d.geometry.TriangleMesh.create_sphere(); \
           mesh.compute_vertex_normals(); \
           o3d.visualization.draw(mesh, raw_mode=True)"

# Open3D CLI
open3d example visualization/draw

To get the latest features in Open3D, install the development pip package. To compile Open3D from source, refer to compiling from source.

C++ quick start

Checkout the following links to get started with Open3D C++ API

To use Open3D in your C++ project, checkout the following examples

Open3D-Viewer app

Open3D-Viewer is a standalone 3D viewer app available on Debian (Ubuntu), macOS and Windows. Download Open3D Viewer from the release page.

Open3D-ML

Open3D-ML is an extension of Open3D for 3D machine learning tasks. It builds on top of the Open3D core library and extends it with machine learning tools for 3D data processing. To try it out, install Open3D with PyTorch or TensorFlow and check out Open3D-ML.

Communication channels

  • GitHub Issue: bug reports, feature requests, etc.
  • Forum: discussion on the usage of Open3D.
  • Discord Chat: online chats, discussions, and collaboration with other users and developers.

Citation

Please cite our work if you use Open3D.

@article{Zhou2018,
    author    = {Qian-Yi Zhou and Jaesik Park and Vladlen Koltun},
    title     = {{Open3D}: {A} Modern Library for {3D} Data Processing},
    journal   = {arXiv:1801.09847},
    year      = {2018},
}