| Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models | Jun 8, 2023 | Question AnsweringVCGBench-Diverse | CodeCode Available | 3 | 5 |
| Hawk: Learning to Understand Open-World Video Anomalies | May 27, 2024 | Anomaly DetectionQuestion Answering | CodeCode Available | 3 | 5 |
| TimeChat-Online: 80% Visual Tokens are Naturally Redundant in Streaming Videos | Apr 24, 2025 | MMEVideo MME | CodeCode Available | 3 | 5 |
| XAttention: Block Sparse Attention with Antidiagonal Scoring | Mar 20, 2025 | Video GenerationVideo Understanding | CodeCode Available | 3 | 5 |
| Valley2: Exploring Multimodal Models with Scalable Vision-Language Design | Jan 10, 2025 | Image CaptioningLanguage Modeling | CodeCode Available | 3 | 5 |
| VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning | Apr 9, 2025 | MVBenchObject Tracking | CodeCode Available | 3 | 5 |
| EgoLife: Towards Egocentric Life Assistant | Mar 5, 2025 | Question AnsweringVideo Understanding | CodeCode Available | 3 | 5 |
| SparseVLM: Visual Token Sparsification for Efficient Vision-Language Model Inference | Oct 6, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 | 5 |
| Flash-VStream: Memory-Based Real-Time Understanding for Long Video Streams | Jun 12, 2024 | cross-modal alignmentLanguage Modelling | CodeCode Available | 3 | 5 |
| Flash-VStream: Efficient Real-Time Understanding for Long Video Streams | Jun 30, 2025 | cross-modal alignmentEgoSchema | CodeCode Available | 3 | 5 |
| MLVU: Benchmarking Multi-task Long Video Understanding | Jun 6, 2024 | BenchmarkingVideo Understanding | CodeCode Available | 3 | 5 |
| Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension | Nov 20, 2024 | GPUMME | CodeCode Available | 3 | 5 |
| PG-Video-LLaVA: Pixel Grounding Large Video-Language Models | Nov 22, 2023 | BenchmarkingPhrase Grounding | CodeCode Available | 2 | 5 |
| OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding? | Jan 9, 2025 | BenchmarkingVideo Understanding | CodeCode Available | 2 | 5 |
| PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance | Nov 4, 2024 | Caption GenerationMultiple-choice | CodeCode Available | 2 | 5 |
| One Trajectory, One Token: Grounded Video Tokenization via Panoptic Sub-object Trajectory | May 29, 2025 | Contrastive LearningText Retrieval | CodeCode Available | 2 | 5 |
| Online Video Understanding: OVBench and VideoChat-Online | Dec 31, 2024 | Autonomous DrivingQuestion Answering | CodeCode Available | 2 | 5 |
| OmniVid: A Generative Framework for Universal Video Understanding | Mar 26, 2024 | Action RecognitionDecoder | CodeCode Available | 2 | 5 |
| Omni-Video: Democratizing Unified Video Understanding and Generation | Jul 8, 2025 | Video GenerationVideo Understanding | CodeCode Available | 2 | 5 |
| PruneVid: Visual Token Pruning for Efficient Video Large Language Models | Dec 20, 2024 | Video Understanding | CodeCode Available | 2 | 5 |
| Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding | Nov 14, 2023 | Image-based Generative Performance BenchmarkingLanguage Modeling | CodeCode Available | 2 | 5 |
| MVBench: A Comprehensive Multi-modal Video Understanding Benchmark | Nov 28, 2023 | 3D Question Answering (3D-QA)Diagnostic | CodeCode Available | 2 | 5 |
| Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs | Jun 13, 2024 | BenchmarkingQuestion Answering | CodeCode Available | 2 | 5 |
| AIN: The Arabic INclusive Large Multimodal Model | Jan 31, 2025 | document understandingmodel | CodeCode Available | 2 | 5 |
| Multi-granularity Correspondence Learning from Long-term Noisy Videos | Jan 30, 2024 | Action SegmentationLong Video Retrieval (Background Removed) | CodeCode Available | 2 | 5 |
