| CogVLM2: Visual Language Models for Image and Video Understanding | Aug 29, 2024 | MM-VetMVBench | CodeCode Available | 9 | 5 |
| Video-R1: Reinforcing Video Reasoning in MLLMs | Mar 27, 2025 | MVBenchReinforcement Learning (RL) | CodeCode Available | 4 | 5 |
| PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning | Apr 25, 2024 | Dense CaptioningMVBench | CodeCode Available | 4 | 5 |
| Flash-VStream: Efficient Real-Time Understanding for Long Video Streams | Jun 30, 2025 | cross-modal alignmentEgoSchema | CodeCode Available | 3 | 5 |
| VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning | Apr 9, 2025 | MVBenchObject Tracking | CodeCode Available | 3 | 5 |
| VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding | Jun 13, 2024 | Dense Video CaptioningMVBench | CodeCode Available | 3 | 5 |
| Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition | Dec 12, 2024 | EgoSchema | CodeCode Available | 3 | 5 |
| ST-LLM: Large Language Models Are Effective Temporal Learners | Mar 30, 2024 | MVBenchReading Comprehension | CodeCode Available | 2 | 5 |
| LLaVAction: evaluating and training multi-modal large language models for action recognition | Mar 24, 2025 | Action RecognitionAction Understanding | CodeCode Available | 2 | 5 |
| Mobile-VideoGPT: Fast and Accurate Video Understanding Language Model | Mar 27, 2025 | EgoSchemaLanguage Modeling | CodeCode Available | 2 | 5 |
