| ActivityNet Grounding | Qwen3-VL-4B | R@0.354.6 | | 58 | 4mo ago |
| Charades-STA | BM-DETR + Ours | R@1 (IoU=0.5)56.2 | | 48 | 1mo ago |
| ActivityNet-Captions | Factum-4B | Recall @ IoU=0.369.8 | | 47 | 25d ago |
| QVHighlights | SlotVTG | R1@0.582.9 | | 44 | 25d ago |
| Charades-STA | TaRO | R1@0.5 Recall67.8 | | 42 | 17d ago |
| QVHighlights (val) | FlashVTG | mAP (Avg)52.84 | | 37 | 2mo ago |
| ActivityNet TimeLens | Gemini-2.5-Pro | R@0.372.3 | | 31 | 2mo ago |
| Charades-TimeLens | TimeLens-8B | R1@0.376.6 | | 31 | 2mo ago |
| Charades-STA (IID) | EaTR | Recall@0.568.47 | | 25 | 23d ago |
| ActivityNet | Qwen3-VL-4B | mIoU40.33 | | 25 | 2mo ago |
| Charades-STA | UniTime-7B | R@1 (IoU=0.5)75.27 | | 24 | 2mo ago |
| ActivityNet Captions (IID) | EaTR | Recall@0.558.18 | | 23 | 23d ago |
| Charades | | mIoU36.7 | | 21 | 2mo ago |
| QVHighlights TimeLens | Gemini-2.5-Pro | R1@0.384.1 | | 20 | 2mo ago |
| TACoS | UniTime-7B | Recall@1 (IoU=0.5)55.14 | | 18 | 1mo ago |
| Charades-STA g43_s7 (test) | Qwen2-VL-7B + T2SGrid-FT | R@0.560.6 | | 18 | 4mo ago |
| Charades TimeLens-Bench (test) | TimeLens-8B | R1@0.376.9 | | 17 | 2mo ago |
| QVHighlights TimeLens-Bench (test) | Gemini-2.5-Pro | R1@0.384.1 | | 17 | 2mo ago |
| ActivityNet | TaRO | R1@0.540.6 | | 16 | 1mo ago |
| SVHighlights (test) | TRACE | mAP23.14 | | 16 | 1mo ago |
| ActivityNet Caption | DRN | R@1 (IoU=0.5)45.45 | | 16 | 1mo ago |
| ActivityNet g43_s12 (test) | Qwen2-VL-7B + T2SGrid-FT | Recall@0.548.4 | | 16 | 4mo ago |
| TACoS | MASRA | R@0.541.97 | | 14 | 1mo ago |
| Charades-STA 12 (OOD-2) | DART | R@0.70.245 | | 13 | 23d ago |
| Charades-STA 12 (OOD-1) | DART | R@0.725.8 | | 13 | 23d ago |
