| VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning | Mar 17, 2025 | Grounded Video Question AnsweringQuestion Answering | CodeCode Available | 3 |
| TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability | Nov 27, 2024 | Temporal LocalizationVideo Understanding | CodeCode Available | 2 |
| LITA: Language Instructed Temporal-Localization Assistant | Mar 27, 2024 | Instruction FollowingTemporal Localization | CodeCode Available | 2 |
| Number it: Temporal Grounding Videos like Flipping Manga | Nov 15, 2024 | Highlight DetectionMoment Retrieval | CodeCode Available | 2 |
| Egocentric Video-Language Pretraining | Jun 3, 2022 | Action RecognitionContrastive Learning | CodeCode Available | 2 |
| TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding | Dec 4, 2023 | Dense CaptioningHighlight Detection | CodeCode Available | 2 |
| MINERVA: Evaluating Complex Video Reasoning | May 1, 2025 | BenchmarkingTemporal Localization | CodeCode Available | 2 |
| LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal Understanding | Jan 14, 2025 | Feature CompressionLanguage Modeling | CodeCode Available | 2 |
| Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation | Mar 17, 2025 | Data InteractionScene Understanding | CodeCode Available | 2 |
| OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding | Jun 11, 2024 | Action UnderstandingDiversity | CodeCode Available | 2 |
