Temporal Video Grounding on Charades-STA (R@0.3, R@0.5, R@0.7, mIoU)
72.2Recall@0.5Time-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Time-R1Type=RL, Size=7B, FT=true, additional_TVG_datasets=true2025.08 | 72.2 | 82.8 | 50.1 | 58.8 | |
| VideoChat-R1.5Type=RL, Size=7B, FT=true, additional_TVG_datasets=true2025.08 | 71.6 | 82.8 | 48.3 | 60.6 | |
| TARType=RL, Size=7B, FT=true2025.08 | 71.4 | 83.6 | 50.2 | 61.1 | |
| FlashVTGType=VLP, FT=true2025.08 | 70.32 | — | 49.87 | — | |
| EaTRType=VLP, FT=true2025.08 | 68.4 | — | 44.9 | — | |
| TARType=RL, Size=3B, FT=true2025.08 | 67.2 | 81 | 40.6 | 57 | |
| TimeSuiteType=SFT, Size=7B, FT=true, additional_TVG_datasets=true2025.08 | 67.1 | 79.4 | 43 | — | |
| Time-R1Type=RL, Size=3B, FT=true, additional_TVG_datasets=true2025.08 | 65.1 | 79.5 | 37.5 | 55.3 | |
| VideoChat-R1.5Type=RL, Size=3B, FT=true, additional_TVG_datasets=true2025.08 | 58.6 | 74.9 | 30.9 | 50.8 | |
| CG-DETRType=VLP, FT=true2025.08 | 58.4 | 70.4 | 36.3 | 50.1 | |
| UniVTGType=VLP, FT=true2025.08 | 58.1 | 70.8 | 35.6 | 50.1 | |
| REVISOR2025.11 | 57.3 | 76.5 | 31.8 | 51.4 | |
| M-DETRType=VLP, FT=true2025.08 | 52.1 | 65.8 | 30.6 | 45.5 | |
| iMOVE2025.11 | 51.3 | 71.7 | 26.1 | 47.3 | |
| TVG-R12025.11 | 50.5 | 70.8 | 23.9 | 46.7 | |
| TimeSuiteType=SFT, Size=7B, FT=false2025.08 | 48.7 | 69.9 | 24 | — | |
| 2D-TANType=VLP, FT=true2025.08 | 45.8 | 57.3 | 27.9 | — | |
| TRACEType=SFT, Size=7B, FT=true, additional_TVG_datasets=true2025.08 | 40.3 | — | 19.4 | — | |
| VideoChat-TPO2025.11 | 40.2 | 58.3 | 18.4 | 38.2 | |
| VTimeLLM2025.11 | 34.3 | 55.3 | 14.7 | 34.6 | |
| Qwen2.5-VL-7BParameters=7B2025.11 | 33.6 | 57.1 | 15.5 | 36.9 | |
| ChatVTGType=SFT, Size=7B, FT=false2025.08 | 33 | 52.7 | 15.9 | — | |
| TimeChat2025.11 | 32.2 | 51.5 | 13.4 | — | |
| VTimeLLMType=SFT, Size=7B, FT=false2025.08 | 27.5 | 51 | 11.4 | — | |
| TimeChatType=SFT, Size=7B, FT=true, additional_TVG_datasets=true2025.08 | 13.4 | 32.2 | 36.2 | — | |
| Temporal-RLTType=RL, Size=7B, FT=true, additional_TVG_datasets=true2025.08 | — | — | — | 57 |