awesome-3dgs-for-robotics  by dtc111111

Showcasing 3D Gaussian Splatting advancements for robotics

Created 1 year ago
251 stars

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Project Summary

This repository serves as a comprehensive, curated collection of research papers focusing on the application and advancement of 3D Gaussian Splatting (3DGS) techniques within the robotics domain. It aims to provide researchers and practitioners with a structured overview of relevant literature, covering areas from fundamental 3DGS models to specialized applications in perception, mapping, navigation, manipulation, and simulation for robotic systems.

How It Works

The repository functions as an "Awesome List," meticulously categorizing and linking to academic papers, surveys, and code repositories. It organizes research across key robotics subfields, enabling users to quickly identify state-of-the-art methods and emerging trends in 3DGS tailored for robotic perception and interaction. The list is maintained through community contributions via pull requests and email.

Quick Start & Requirements

This repository is a curated list of research papers and does not involve direct software installation or execution. Users can access the listed papers and associated resources (like arXiv links and code repositories) through the provided URLs.

Highlighted Details

  • Broad Categorization: Covers a wide spectrum of robotics applications, including perception (semantic, multi-modal), mapping and localization (SLAM, reconstruction), planning, manipulation, and simulation.
  • Focus on Robotics: Specifically curates 3DGS research relevant to robotic systems, highlighting advancements in areas like sensor fusion, real-time scene understanding, and autonomous navigation.
  • Up-to-date Literature: Includes recent publications from major conferences (CVPR, ECCV, SIGGRAPH, ICRA, etc.) and arXiv, reflecting the rapid evolution of 3DGS technology.
  • Resource Links: Provides direct links to papers, websites, and code repositories, facilitating deeper exploration and practical implementation.

Maintenance & Community

The repository is actively maintained and relies on community contributions for updates and additions. Interested parties can submit new papers or suggest improvements via pull requests or direct email to the maintainer.

Licensing & Compatibility

The repository's license is not specified in the README. Individual papers and linked code repositories are subject to their own respective licenses and copyrights, which may impose restrictions on commercial use or derivative works.

Limitations & Caveats

This repository is a curated index of research papers and does not provide any executable code or a unified framework. Its utility lies in its comprehensive organization and links to external resources, requiring users to access and evaluate individual papers and their associated codebases separately. The rapid evolution of 3DGS research means the list's comprehensiveness is dependent on ongoing community contributions.

Health Check
Last Commit

4 months ago

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Inactive

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