Temporal Grounding on Charades (mIoU, R@0.3, R@0.5, R@0.7)
41.85mIoUVideo-Zero
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 42026.05 | 41.85 | 65.11 | 40.81 | 20.03 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=42026.05 | 41.85 | 65.11 | 40.81 | 20.03 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 32026.05 | 41.66 | 64.54 | 41.4 | 19.6 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=32026.05 | 41.66 | 64.54 | 41.4 | 19.6 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 52026.05 | 41.48 | 64.62 | 39.92 | 19.95 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=52026.05 | 41.48 | 64.62 | 39.92 | 19.95 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 22026.05 | 40.85 | 64.19 | 39.81 | 18.6 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=22026.05 | 40.85 | 64.19 | 39.81 | 18.6 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 12026.05 | 38.75 | 60.59 | 36.91 | 17.45 | |
| Video-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=12026.05 | 38.75 | 60.59 | 36.91 | 17.45 | |
| VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 42026.05 | 37.59 | 58.82 | 36.59 | 16.42 | |
| VisPlayBackbone=Qwen3-VL-4B-Instruct2026.05 | 37.59 | 58.82 | 36.59 | 16.42 | |
| V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 52026.05 | 37.55 | 58.84 | 36.59 | 16.29 | |
| V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 22026.05 | 37.53 | 59.22 | 36.26 | 15.94 | |
| Base ModelBackbone=Qwen3-VL-4B-Instruct, Iteration=Base2026.05 | 37.52 | 58.9 | 36.12 | 16.23 | |
| Base ModelBackbone=Qwen3-VL-4B-Instruct2026.05 | 37.52 | 58.9 | 36.12 | 16.23 | |
| VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 22026.05 | 37.49 | 58.66 | 36.18 | 16.37 | |
| VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 12026.05 | 37.46 | 58.98 | 36.18 | 16.51 | |
| V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 12026.05 | 37.46 | 58.66 | 36.13 | 16.69 | |
| VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 52026.05 | 37.35 | 58.82 | 36.13 | 16.26 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 42026.05 | 37.34 | 60.16 | 35.54 | 13.58 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=42026.05 | 37.34 | 60.16 | 35.54 | 13.58 | |
| VisPlayBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 32026.05 | 37.2 | 58.04 | 35.91 | 16.56 | |
| V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 32026.05 | 37.12 | 57.98 | 35.51 | 16.53 | |
| V-ZeroBackbone=Qwen3-VL-4B-Instruct, Iteration=Iter 42026.05 | 37.1 | 58.33 | 35.24 | 15.62 | |
| V-ZeroBackbone=Qwen3-VL-4B-Instruct2026.05 | 37.1 | 58.33 | 35.24 | 15.62 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 52026.05 | 37.07 | 60.03 | 34.41 | 12.93 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=52026.05 | 37.07 | 60.03 | 34.41 | 12.93 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 32026.05 | 36.84 | 59.22 | 33.6 | 13.12 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=32026.05 | 36.84 | 59.22 | 33.6 | 13.12 | |
| Base ModelBackbone=Qwen3-VL-8B-Instruct, Iteration=Base2026.05 | 36.7 | 59.11 | 33.87 | 13.49 | |
| VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 52026.05 | 36.7 | 59.11 | 34.01 | 13.33 | |
| Base ModelBackbone=Qwen3-VL-8B-Instruct2026.05 | 36.7 | 59.11 | 33.87 | 13.49 | |
| VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 22026.05 | 36.67 | 58.6 | 34.35 | 13.44 | |
| VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 12026.05 | 36.66 | 58.92 | 33.71 | 13.41 | |
| V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 22026.05 | 36.66 | 59.11 | 33.52 | 13.31 | |
| V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 32026.05 | 36.66 | 59.19 | 33.76 | 13.49 | |
| VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 42026.05 | 36.65 | 59.03 | 33.92 | 13.47 | |
| VisPlayBackbone=Qwen3-VL-8B-Instruct2026.05 | 36.65 | 59.03 | 33.92 | 13.47 | |
| VisPlayBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 32026.05 | 36.58 | 58.76 | 33.44 | 13.52 | |
| V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 12026.05 | 36.43 | 58.44 | 33.33 | 13.52 | |
| V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 42026.05 | 36.43 | 58.63 | 33.66 | 13.41 | |
| V-ZeroBackbone=Qwen3-VL-8B-Instruct2026.05 | 36.43 | 58.63 | 33.66 | 13.41 | |
| V-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 52026.05 | 36.42 | 58.23 | 33.41 | 13.66 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 22026.05 | 36.37 | 58.84 | 32.77 | 12.72 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=22026.05 | 36.37 | 58.84 | 32.77 | 12.72 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=Iter 12026.05 | 36.32 | 58.58 | 32.93 | 12.82 | |
| Video-ZeroBackbone=Qwen3-VL-8B-Instruct, Iteration=12026.05 | 36.32 | 58.58 | 32.93 | 12.82 |