Video Temporal Grounding on ActivityNet TimeLens
72.3R@0.3Gemini-2.5-Pro
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gemini-2.5-ProModel Category=Proprietary Models2025.12 | 72.3 | 64.2 | 47.1 | 58.1 | |
| Gemini-2.5-ProSource Type=Close-Source, FPS=2fps2026.04 | 72.3 | 64.2 | 47.1 | — | |
| F2G2026.05 | 69.8 | 59.4 | 42.3 | 54.1 | |
| TimeLens-8BModel Category=Open-Source Models, Parameters=8B2025.12 | 68.9 | 58.4 | 40.6 | 53.2 | |
| TimeLens-8BParameters=8B2026.05 | 68.9 | 58.4 | 40.6 | 53.2 | |
| Gemini-2.5-FlashModel Category=Proprietary Models2025.12 | 66.8 | 57.5 | 41.3 | 52.5 | |
| Gemini-2.5-FlashSource Type=Close-Source, FPS=2fps2026.04 | 66.8 | 57.5 | 41.3 | — | |
| Gemini-2.0-FlashModel Category=Proprietary Models2025.12 | 62.9 | 54 | 37.7 | 49.3 | |
| Gemini-2.0-FlashSource Type=Close-Source, FPS=2fps2026.04 | 62.9 | 54 | 37.7 | — | |
| TimeLens-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 62.8 | 51 | 32.6 | 46.2 | |
| TimeLens-7BParameters=7B2026.05 | 62.8 | 51 | 32.6 | 46.2 | |
| Qwen3-VL-8BModel Category=Open-Source Models, Parameters=8B2025.12 | 62.1 | 51.2 | 34.4 | 46.8 | |
| Qwen3-VL-8BParameters=8B2026.05 | 62.1 | 51.2 | 34.4 | 46.8 | |
| GPT-5Model Category=Proprietary Models2025.12 | 57.4 | 44.9 | 30.4 | 42.9 | |
| GPT-5Source Type=Close-Source, FPS=2fps2026.04 | 57.4 | 44.9 | 30.4 | — | |
| GPT-4oModel Category=Proprietary Models2025.12 | 55.2 | 41.4 | 25.8 | 40.4 | |
| GPT-4oSource Type=Close-Source, FPS=2fps2026.04 | 55.2 | 41.4 | 25.8 | — | |
| Factum-4BSource Type=Open-Source, FPS=1fps2026.04 | 54.7 | 41.4 | 26.7 | — | |
| Qwen3-VL-4B-InstructSource Type=Open-Source, FPS=1fps, reproducibility=Reproduced under same video settings2026.04 | 50.2 | 36.2 | 25.2 | — | |
| MiMo-VL-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 49.3 | 38.7 | 22.4 | 35.5 | |
| MiMo-VL-7BParameters=7B2026.05 | 49.3 | 38.7 | 22.4 | 35.5 | |
| Qwen3-VL-4B-ThinkingSource Type=Open-Source, FPS=1fps, reproducibility=Reproduced under same video settings2026.04 | 48.2 | 36.7 | 24.9 | — | |
| Time-R1-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 44.8 | 31 | 19 | 33.1 | |
| Time-R1-7BSource Type=Open-Source, FPS=2fps2026.04 | 44.8 | 31 | 19 | — | |
| Time-R1-7BParameters=7B2026.05 | 44.8 | 31 | 19 | 33.1 | |
| Qwen2.5-VL-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 44.1 | 31 | 16.1 | 31.4 | |
| Qwen2.5-VL-7BSource Type=Open-Source, FPS=2fps2026.04 | 44.1 | 31 | 16.1 | — | |
| Qwen2.5-VL-7BParameters=7B2026.05 | 44.1 | 31 | 16.1 | 31.4 | |
| VideoChat-Flash-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 35.5 | 21.8 | 10.5 | 24.8 | |
| VideoChat-R1-7BModel Category=Open-Source Models, Parameters=7B2025.12 | 35 | 23.9 | 11.3 | 25 | |
| VideoChat-R1-7BSource Type=Open-Source, FPS=2fps2026.04 | 35 | 23.9 | 11.3 | — |