Awesome-Video-Multimodal-Large-Language-Models

🔥 🔥 🔥 Awesome MLLMs/Benchmarks for Short/Long/Streaming Video Understanding 📹

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Contents

• General Works
• Streaming Videos
• Others
• Evaluation

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General Works

Title	Venue	Date	Code	Frames
Apollo: An Exploration of Video Understanding in Large Multimodal Models	arXiv	2024-12	-	-
TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability	arXiv	2024-11	Github	128
ARIA : An Open Multimodal Native Mixture-of-Experts Model	arXiv	2024-10	Github	256
Qwen2-VL: Enhancing Vision-Language Model’s Perception of the World at Any Resolution	arXiv	2024-10	Github	768(2fps)
LLaVA-Video: Video Instruction Tuning With Synthetic Data	arXiv	2024-10	Github	64
LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding	arXiv	2024-10	Github	1FPS
MiniCPM-V 2.6: A GPT-4V Level MLLM for Single Image, Multi Image and Video on Your Phone	arXiv	2023-08	Github	64
mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models	arXiv	2024-08	Github	128
InternVL2: Better than the Best—Expanding Performance Boundaries of Open-Source Multimodal Models with the Progressive Scaling Strategy	blog	2024-07	Github	16
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs	arXiv	2024-06	Github	32
ShareGPT4Video: Improving video understanding and generation with better captions	arXiv	2024-06	Github	16
LongVA: Long context transfer from language to vision	arXiv	2024-06	Github	1FPS
LongVLM: Efficient long video understanding via large language models	ECCV	2024-04	Github	100
VILA: On Pre-training for Visual Language Models	CVPR	2023-12	Github	8
TimeChat: A time-sensitive multimodal large language model for long video understanding	CVPR	2023-12	Github	96
Chat-UniVi unified visual representation empowers large language models with image and video understanding	CVPR	2023-11	Github	64
VTimeLLM: Empower LLM to Grasp Video Moments	CVPR	2023-11	Github	100
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models	ECCV	2023-11	Github	1FPS
Video-LLaVA: Learning united visual representation by alignment before projection	arXiv	2023-11	Github	8
MovieChat: From Dense Token to Sparse Memory for Long Video Understanding	arXiv	2023-07	Github	2048
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models	ACL	2023-06	Github	100
VALLEY: Video Assistant with Large Language model Enhanced ability	arXiv	2023-06	Github	0.5FPS
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding	EMNLP	2023-06	Github	8
VideoChat: Chat-Centric Video Understanding	arXiv	2023-05	Github	4~32
LLaMA-Adapter: Efficient Fine-tuning of LLaMA	ICLR	2023-03	Github	-

Streaming Videos

Title	Venue	Date	Code	Frames
[Benchmark] OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?	arXiv	2025-01	Github	Streaming
Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction	arXiv	2025-01	Github	Streaming
VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction	arXiv	2025-01	Github	Streaming
Streaming long video understanding with large language models	arXiv	2024-05	-	16(Streaming)

Interesting Works

Title	Venue	Date	Code	Frames
T2Vid: Translating Long Text into Multi-Image is the Catalyst for Video-LLMs	arXiv	2024-12	Github	-

Benchmarks for Evaluation

General

📊 Opencomprass Leaderboard

Title	Venue	Date	Repo	LeaderBoard
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark	-	2023-12	Github	-
TempCompass: Do Video LLMs Really Understand Videos?	ACL	2024-03	Github	-
Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis	-	2024-06	Github	-
MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding	NIPS D&B	2024-06	Github	-
MLVU: A Comprehensive Benchmark for Multi-Task Long Video Understanding	arXiv	2024-06	Github	-
HourVideo: 1-Hour Video-Language Understanding	NIPS D&B	2024-11	Github	comming soon