Awesome-LLM-3D  by ActiveVisionLab

Curated list of papers for multi-modal LLMs in 3D

created 1 year ago
1,858 stars

Top 23.8% on sourcepulse

GitHubView on GitHub
Project Summary

This repository curates resources for Multi-modal Large Language Models (LLMs) applied to 3D tasks, covering understanding, reasoning, generation, and embodied agents. It serves researchers and practitioners in computer vision and AI, providing a structured overview of the rapidly evolving field of 3D-LLM integration.

How It Works

The project functions as a comprehensive, curated list of research papers, categorized by specific 3D tasks. It includes foundational models like CLIP and SAM for broader context. The organization by task and date allows users to track the latest advancements and identify key contributions in applying LLMs to 3D data.

Quick Start & Requirements

This repository is a curated list of research papers and does not have a direct installation or execution command. It requires no specific software to "run" but rather serves as a knowledge base.

Highlighted Details

  • Comprehensive coverage of 3D tasks including understanding, reasoning, generation, and embodied agents.
  • Inclusion of foundational models (CLIP, SAM) for a holistic view.
  • Regularly updated with new research, including a recent survey paper on the domain.
  • Links to project pages and GitHub repositories for many listed papers.

Maintenance & Community

The repository is actively maintained, with contributions welcome via pull requests. Contact information for maintainers is provided for questions. The project is inspired by the "Awesome-LLM" repository.

Licensing & Compatibility

The repository itself is not software and thus not subject to software licensing. The individual papers and projects linked within are governed by their respective licenses.

Limitations & Caveats

This is a curated list and does not provide code or models directly. The "awesomeness" of listed items is subjective and determined by the maintainers.

Health Check
Last commit

1 week ago

Responsiveness

1 week

Pull Requests (30d)
4
Issues (30d)
3
Star History
228 stars in the last 90 days

Explore Similar Projects

Feedback? Help us improve.