| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Looting Event Localization Dataset (test) | TED | Recall (m=0)55 | 21 | 22d ago | |
| UnAV-100 (test) | Ours | mAP@0.550.6 | 12 | 3mo ago | |
| Charades | Asynchronous Temporal Fields | mAP12.8 | 12 | 3mo ago | |
| SafePLUG-Bench | SafePLUG | AP@3065.6 | 7 | 2mo ago | |
| Charades (test) | Qwen3-VL-4B + SynRL | R@0.373.7 | 6 | 2mo ago | |
| AV-Deepfake1M++ | multi-branch framework (Ours) | AUC (Segment)98.23 | 5 | 23d ago | |
| AVVP | Segment-level Score60.32 | 4 | 3mo ago | ||
| AVVP (test) | Segment-level Score60.32 | 4 | 3mo ago | ||
| ActivityNet RTL (test) | NVILA | mIoU34.8 | 4 | 3mo ago |
