Video Event Grounding on ActivityNet
58.2Recall@0.5EaTR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EaTRTraining Setting=Fine-tuning2026.01 | 58.2 | — | 37.6 | — | |
| SSRNTraining Setting=Fine-tuning2026.01 | 54.5 | — | 33.2 | — | |
| SnAGTraining Setting=Fine-tuning2026.01 | 48.6 | — | 30.6 | — | |
| 2D-TANTraining Setting=Fine-tuning2026.01 | 43.4 | 60.4 | 25 | — | |
| UniVTGTraining Setting=Fine-tuning2026.01 | 43.4 | 56.1 | 24.3 | — | |
| ARROWGEV-7BTraining Setting=Zero-shot2026.01 | 38.2 | 58.5 | 20.3 | 39.9 | |
| TRACETraining Setting=Zero-shot2026.01 | 37.7 | — | 24 | — | |
| Time-R1Training Setting=Zero-shot, Official weights reproduction=true2026.01 | 36.4 | 55.2 | 19.7 | 38.1 | |
| HawkEyeTraining Setting=Fine-tuning2026.01 | 34.7 | 55.9 | 17.9 | — | |
| TVG-R1Training Setting=Zero-shot, Official weights reproduction=true2026.01 | 33.7 | 53.9 | 17.5 | 37.6 | |
| HawkEyeTraining Setting=Zero-shot2026.01 | 29.3 | 49.1 | 10.7 | — | |
| VTimeLLMTraining Setting=Zero-shot2026.01 | 27.8 | 44 | 14.3 | 30.4 | |
| MomentorTraining Setting=Zero-shot2026.01 | 26.6 | 42.6 | 11.6 | 28.5 | |
| ChatVTGTraining Setting=Zero-shot2026.01 | 22.5 | 40.7 | 9.4 | — | |
| Qwen-2.5-VL-7BTraining Setting=Zero-shot, Official weights reproduction=true2026.01 | 21.4 | 33.9 | 13.1 | 25.2 | |
| TimeChatTraining Setting=Zero-shot2026.01 | 16.9 | 30.2 | 8.2 | 21.8 | |
| VTG-LLMTraining Setting=Zero-shot2026.01 | 8.3 | — | 3.7 | 12 | |
| ARROWGEV-3BParameters=3B2026.01 | — | — | — | 24.3 | |
| Qwen-2.5-VL-3BParameters=3B2026.01 | — | — | — | 15.7 | |
| Time-R1-3BParameters=3B2026.01 | — | — | — | 23.7 |