Video Temporal Grounding on Charades-TimeLens
76.6R1@0.3TimeLens-8B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TimeLens-8BModel Category=Open-Source Models, Parameters=8B2025.12 | 76.6 | 63 | 35.2 | 55.2 | |
| TimeLens-8BParameters=8B2026.05 | 76.6 | 63 | 35.2 | 55.2 | |
| F2G2026.05 | 74.2 | 63.1 | 36.3 | 54.9 | |
| Gemini-2.5-ProModel Category=Proprietary Models2025.12 | 74.1 | 61.1 | 34 | 52.8 | |
| Gemini-2.5-ProSource Type=Close-Source, FPS=2fps2026.04 | 74.1 | 61.1 | 34 | — | |
| TimeLens-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 70.5 | 55.6 | 28.4 | 48.8 | |
| TimeLens-7BParameters=7B2026.05 | 70.5 | 55.6 | 28.4 | 48.8 | |
| Qwen3-VL-8BModel Category=Open-Source Models, Parameters=8B2025.12 | 69.2 | 53.4 | 27.5 | 48.3 | |
| Qwen3-VL-8BParameters=8B2026.05 | 69.2 | 53.4 | 27.5 | 48.3 | |
| Gemini-2.5-FlashModel Category=Proprietary Models2025.12 | 68.7 | 56.1 | 30.6 | 48.6 | |
| Gemini-2.5-FlashSource Type=Close-Source, FPS=2fps2026.04 | 68.7 | 56.1 | 30.6 | — | |
| Gemini-2.0-FlashModel Category=Proprietary Models2025.12 | 66.4 | 53.5 | 27.1 | 46.7 | |
| Gemini-2.0-FlashSource Type=Close-Source, FPS=2fps2026.04 | 66.4 | 53.5 | 27.1 | — | |
| GPT-4oModel Category=Proprietary Models2025.12 | 60.6 | 44.5 | 23.5 | 41.8 | |
| GPT-4oSource Type=Close-Source, FPS=2fps2026.04 | 60.6 | 44.5 | 23.5 | — | |
| VideoChat-Flash-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 60.2 | 37.9 | 17.8 | 39.7 | |
| Qwen2.5-VL-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 59.7 | 37.8 | 16.6 | 39.3 | |
| Qwen2.5-VL-7BSource Type=Open-Source, FPS=2fps2026.04 | 59.7 | 37.8 | 16.6 | — | |
| Qwen2.5-VL-7BParameters=7B2026.05 | 59.7 | 37.8 | 16.6 | 39.3 | |
| GPT-5Model Category=Proprietary Models2025.12 | 59.3 | 42 | 22 | 40.5 | |
| GPT-5Source Type=Close-Source, FPS=2fps2026.04 | 59.3 | 42 | 22 | — | |
| Time-R1-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 57.9 | 32 | 16.9 | 36.6 | |
| MiMo-VL-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 57.9 | 42.6 | 20.5 | 39.6 | |
| Time-R1-7BSource Type=Open-Source, FPS=2fps2026.04 | 57.9 | 32 | 16.9 | — | |
| Time-R1-7BParameters=7B2026.05 | 57.9 | 32 | 16.9 | 36.6 | |
| MiMo-VL-7BParameters=7B2026.05 | 57.9 | 42.6 | 20.5 | 39.6 | |
| Factum-4BSource Type=Open-Source, FPS=1fps2026.04 | 57.1 | 40.4 | 21.6 | — | |
| Qwen3-VL-4B-InstructSource Type=Open-Source, FPS=1fps, reproducibility=Reproduced under same video settings2026.04 | 56.5 | 37.8 | 18.4 | — | |
| Qwen3-VL-4B-ThinkingSource Type=Open-Source, FPS=1fps, reproducibility=Reproduced under same video settings2026.04 | 56.3 | 37.4 | 17.8 | — | |
| VideoChat-R1-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 51.9 | 30.8 | 11.7 | 33.7 | |
| VideoChat-R1-7BSource Type=Open-Source, FPS=2fps2026.04 | 51.9 | 30.8 | 11.7 | — |