Video Highlight Detection on QVHighlights
80.1R1@0.5TempR1
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TempR1Type=RL, Zero-shot=false, fine-tuned on dataset=true2025.12 | 80.1 | 71.6 | 91.5 | 62 | |
| TempR1Type=RL, Zero-shot=false2025.12 | 79.4 | 71.1 | 91.1 | 61.4 | |
| TAR-TVGType=RL, Zero-shot=false, fine-tuned on dataset=true2025.12 | 76.1 | 65.9 | 85.6 | 58.5 | |
| FlashVTGType=VLP, Zero-shot=false2025.12 | 73.1 | — | — | 57.3 | |
| CG-DETRType=VLP, Zero-shot=false2025.12 | 67.4 | — | — | 52.1 | |
| QD-DETRType=VLP, Zero-shot=false2025.12 | 62.7 | — | — | 46.7 | |
| EaTRType=VLP, Zero-shot=false2025.12 | 61.4 | — | — | 45.8 | |
| UMTType=VLP, Zero-shot=false2025.12 | 60.3 | — | — | 44.3 | |
| UniVTGType=VLP, Zero-shot=false2025.12 | 59.7 | — | — | — | |
| M-DETRType=VLP, Zero-shot=false2025.12 | 53.9 | — | — | 34.8 | |
| VideoChat-R1Type=RL, Zero-shot=false2025.12 | 53.7 | 50.1 | 70.5 | 34.1 | |
| Time-R1Type=RL, Zero-shot=false, fine-tuned on dataset=true2025.12 | 47.1 | 44.7 | 63.2 | 28 | |
| MUSEGType=RL, Zero-shot=false2025.12 | 30.8 | 33.5 | 49.4 | 15.5 | |
| VideoChat-R1.5Type=RL, Zero-shot=false2025.12 | 11.7 | 18 | 24.5 | 4.3 | |
| Qwen-2.5-VL-7BType=SFT, Zero-shot=true2025.12 | 6.3 | 12.9 | 11.8 | 3 |