Video Temporal Grounding on QVHighlights TimeLens-Bench (test)
84.1R1@0.3Gemini-2.5-Pro
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gemini-2.5-Proresult_source=TimeLens paper [37]2026.05 | 84.1 | 75.9 | 61.1 | 70.4 | |
| TimeLens-8Bframework=read-then-regenerate2026.05 | 80.6 | 71.9 | 55.7 | 65.8 | |
| TimeLens-8Bframework=original2026.05 | 80.1 | 71.5 | 55.5 | 65.4 | |
| Gemini-2.5-Flashresult_source=TimeLens paper [37]2026.05 | 78.2 | 69.4 | 55 | 64.3 | |
| Qwen3-VL-8Bframework=read-then-regenerate2026.05 | 77.3 | 67 | 51.2 | 61.9 | |
| Gemini-2.0-Flashresult_source=TimeLens paper [37]2026.05 | 76.2 | 66.4 | 48.3 | 60.8 | |
| Qwen3-VL-8Bframework=original2026.05 | 74.1 | 64.1 | 49.1 | 59.4 | |
| GPT-5result_source=TimeLens paper [37]2026.05 | 72.4 | 60.4 | 46.4 | 56.8 | |
| MiMo-VL-7Bframework=read-then-regenerate2026.05 | 70.1 | 58.9 | 43.5 | 55.3 | |
| GPT-4oresult_source=TimeLens paper [37]2026.05 | 69 | 54.8 | 38.5 | 52.1 | |
| Time-R1-7Bresult_source=TimeLens paper [37]2026.05 | 65.8 | 51.5 | 36.1 | 49.2 | |
| MiMo-VL-7Bframework=original2026.05 | 65.1 | 55.4 | 40.9 | 51.8 | |
| VideoChat-Flash-7Bresult_source=TimeLens paper [37]2026.05 | 45.2 | 30.6 | 16.7 | 32.7 | |
| Qwen2.5-VL-7B2026.05 | 44.1 | 31.5 | 17.1 | 33.7 | |
| Grounded-VideoLLMresult_source=TimeLens paper [37]2026.05 | 43.7 | 33.8 | 22.5 | 33.4 | |
| VideoChat-R1-7Bresult_source=TimeLens paper [37]2026.05 | 29.3 | 19.1 | 9.4 | 21.5 | |
| TimeSuiteresult_source=TimeLens paper [37]2026.05 | 27.1 | 16.9 | 9.9 | 21.7 |