Video Temporal Grounding on Charades TimeLens-Bench (test)
76.9R1@0.3TimeLens-8B
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TimeLens-8Bframework=read-then-regenerate2026.05 | 76.9 | 63.4 | 35.3 | 55.5 | |
| TimeLens-8Bframework=original2026.05 | 76.6 | 63 | 35.2 | 55.2 | |
| Gemini-2.5-Proresult_source=TimeLens paper [37]2026.05 | 74.1 | 61.1 | 34 | 52.8 | |
| Qwen3-VL-8Bframework=read-then-regenerate2026.05 | 71.2 | 55.2 | 28.3 | 49.5 | |
| Qwen3-VL-8Bframework=original2026.05 | 69 | 53.1 | 27.6 | 48.2 | |
| Gemini-2.5-Flashresult_source=TimeLens paper [37]2026.05 | 68.7 | 56.1 | 30.6 | 48.6 | |
| Gemini-2.0-Flashresult_source=TimeLens paper [37]2026.05 | 66.4 | 53.5 | 27.1 | 46.7 | |
| MiMo-VL-7Bframework=read-then-regenerate2026.05 | 65 | 48.4 | 25.9 | 46 | |
| MiMo-VL-7Bframework=original2026.05 | 63.8 | 46.5 | 24.4 | 44.4 | |
| GPT-4oresult_source=TimeLens paper [37]2026.05 | 60.6 | 44.5 | 23.5 | 41.8 | |
| Qwen2.5-VL-7B2026.05 | 60.4 | 38 | 16.8 | 39.8 | |
| VideoChat-Flash-7Bresult_source=TimeLens paper [37]2026.05 | 60.2 | 37.9 | 17.8 | 39.7 | |
| GPT-5result_source=TimeLens paper [37]2026.05 | 59.3 | 42 | 22 | 40.5 | |
| Time-R1-7Bresult_source=TimeLens paper [37]2026.05 | 57.9 | 32 | 16.9 | 36.6 | |
| TimeSuiteresult_source=TimeLens paper [37]2026.05 | 56.3 | 35.5 | 18 | 38.1 | |
| VideoChat-R1-7Bresult_source=TimeLens paper [37]2026.05 | 51.9 | 30.8 | 11.7 | 33.7 | |
| Grounded-VideoLLMresult_source=TimeLens paper [37]2026.05 | 43.3 | 28.7 | 13.5 | 30 |