Video Understanding on OV-Bench 1.0 (test)
55.53Future Prediction (FP)LLaVA Onevision-7B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LLaVA Onevision-7BModel Access=Open-source, Processing Type=Offline2026.02 | 55.53 | 51.73 | 49.37 | 28.65 | 68.1 | 43 | 49.5 | |
| Qwen2VL-7B + FreshMemModel Access=Open-source, Processing Type=Online, Memory Framework=FreshMem2026.02 | 50.38 | 59.73 | 60.87 | 25.51 | 72.64 | 32.39 | 50.82 | |
| LongVA-7BModel Access=Open-source, Processing Type=Offline2026.02 | 50.03 | 47.2 | 49.53 | 17.5 | 56.05 | 36.9 | 43.6 | |
| Gemini-1.5-FlashModel Access=Proprietary2026.02 | 48.97 | 52.63 | 49.03 | 34.9 | 68.5 | 50.83 | 50.7 | |
| InternVL2-7BModel Access=Open-source, Processing Type=Offline2026.02 | 46.8 | 56 | 54.73 | 34.7 | 62.2 | 37.57 | 48.7 | |
| InternVL2-2B + FreshMemModel Access=Open-source, Processing Type=Online, Memory Framework=FreshMem2026.02 | 46.62 | 54.13 | 59.69 | 30.64 | 57.79 | 29.76 | 47.44 | |
| Qwen2VL-7BModel Access=Open-source, Processing Type=Online2026.02 | 45.39 | 50.47 | 57.8 | 22.71 | 69.02 | 30.66 | 46.3 | |
| InternVL2-2BModel Access=Open-source, Processing Type=Online2026.02 | 44.36 | 49.66 | 50.24 | 23.64 | 52.72 | 26.44 | 42.06 | |
| InternVL2-4BModel Access=Open-source, Processing Type=Offline2026.02 | 43.03 | 56.2 | 46.13 | 25.5 | 57.65 | 34.5 | 44.1 | |
| LLaMA-VID-7BModel Access=Open-source, Processing Type=Offline2026.02 | 38.03 | 52.77 | 43.17 | 21.55 | 50.25 | 41.7 | 41.9 | |
| Flash-Vstream-7BModel Access=Open-source, Processing Type=Online2026.02 | 29.47 | 47.33 | 28.27 | 26.75 | 24.2 | 27.4 | 31.2 | |
| MiniCPM-V2.6-7BModel Access=Open-source, Processing Type=Offline2026.02 | 28.07 | 55.03 | 34.7 | 19.2 | 67.3 | 32.9 | 39.1 | |
| VTimeLLM-7BModel Access=Open-source, Processing Type=Offline2026.02 | 25.2 | 53.93 | 32.4 | 23.15 | 23.85 | 33.5 | 33.1 | |
| MovieChat-7BModel Access=Open-source, Processing Type=Online2026.02 | 24.73 | 47.53 | 26.87 | 33.25 | 26.65 | 25.57 | 30.9 | |
| LITA-7BModel Access=Open-source, Processing Type=Offline2026.02 | 21.2 | 38.2 | 12.27 | 10.75 | 29.55 | 10.43 | 20.4 | |
| TimeChat-7BModel Access=Open-source, Processing Type=Offline2026.02 | 13.9 | 16 | 11.2 | 13.5 | 12.1 | 10.07 | 12.8 | |
| VideoLLM-Online-7BModel Access=Open-source, Processing Type=Online2026.02 | 7.57 | 14.57 | 9.67 | 13.6 | 10.4 | 3.63 | 9.6 |