Awesome-Multimodal-Large-Language-Models

BradyFU/Awesome-Multimodal-Large-Language-Models

:sparkles::sparkles:Latest Advances on Multimodal Large Language Models

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Last pushed Jul 2, 2026

:sparkles::sparkles:Latest Advances on Multimodal Large Language Models

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git clone https://github.com/BradyFU/Awesome-Multimodal-Large-Language-Models

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Awesome-Multimodal-Large-Language-Models

✨ Highlights of NJU-MiG

🔥🔥 Surveys of MLLMs | 💬 WeChat (MLLM微信交流群)

  • 🌟 MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs
    arXiv 2025, Paper, Project

  • 🌟 A Survey of Unified Multimodal Understanding and Generation: Advances and Challenges
    arXiv 2025, Paper, Project

  • A Survey on Multimodal Large Language Models
    NSR 2024, Paper, Project


🔥🔥 VITA Series Omni MLLMs | 💬 WeChat (VITA微信交流群)

  • VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction
    NeurIPS 2025 Highlight, Paper, Project

  • VITA: Towards Open-Source Interactive Omni Multimodal LLM
    arXiv 2024, Paper, Project

  • VITA-Audio: Fast Interleaved Cross-Modal Token Generation for Efficient Large Speech-Language Model
    NeurIPS 2025, Paper, Project


🔥🔥 MME Series MLLM Benchmarks

  • 🔥 Video-MME-v2: Towards the Next Stage in Video Understanding Evaluation

  • 🌟 MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs
    arXiv 2025, Paper, Project

  • MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models
    NeurIPS 2025 DB Highlight, Paper, Dataset, Eval Tool, ✒️ Citation

  • Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis
    CVPR 2025, Paper, Project, Dataset


Table of Contents

  • Awesome Papers
    • Multimodal Instruction Tuning (& Latest Works)
    • Multimodal Hallucination
    • Multimodal In-Context Learning
    • Multimodal Chain-of-Thought
    • LLM-Aided Visual Reasoning
    • Foundation Models
    • Evaluation
    • Multimodal RLHF
    • Others
  • Awesome Datasets
    • Datasets of Pre-Training for Alignment
    • Datasets of Multimodal Instruction Tuning
    • Datasets of In-Context Learning
    • [Datasets of Multimod