Video Understanding on OVO-Bench 1.0 (full)
85.9OCRGemini 1.5 pro
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini 1.5 proVenue=-, Processing Mode=Proprietary2026.03 | 85.9 | 67 | 79.3 | 58.4 | 63.4 | 62 | 69.3 | 58.6 | 76.4 | 52.6 | 62.5 | 35.5 | 74.2 | 61.7 | 57.2 | 63 | |
| VST-7BVenue=-, Processing Mode=Online2026.03 | 80.5 | 55.1 | 72.4 | 55.1 | 76.2 | 64.1 | 67.2 | 56.9 | 64.9 | 48.4 | 56.7 | 33 | 66.9 | 62.1 | 54 | 59.3 | |
| Streamo-7BVenue=CVPR’26, Processing Mode=Online2026.03 | 77.2 | 66.1 | 76.7 | 45.5 | 66.3 | 72.8 | 67.4 | 55.6 | 58.1 | 33.9 | 49.2 | 30.8 | 57.6 | 82.5 | 57 | 57.9 | |
| TimeChatOnline-7BVenue=MM’25, Processing Mode=Online2026.03 | 75.2 | 46.8 | 70.7 | 47.8 | 69.3 | 61.4 | 61.9 | 55.9 | 59.5 | 9.7 | 41.7 | 31.6 | 38.5 | 40 | 36.7 | 46.7 | |
| GPT-4oVenue=-, Processing Mode=Proprietary2026.03 | 69.8 | 64.2 | 71.6 | 51.1 | 70.3 | 59.8 | 64.5 | 57.9 | 75.7 | 48.7 | 60.8 | 27.6 | 73.2 | 59.4 | 53.4 | 59.5 | |
| LLaVA-Video-7BVenue=TMLR’25, Processing Mode=Offline2026.03 | 69.1 | 58.7 | 68.8 | 49.4 | 74.3 | 59.8 | 63.5 | 56.2 | 57.4 | 7.5 | 40.4 | 34.1 | 70 | 60.4 | 54.8 | 52.9 | |
| Streamforest-7BVenue=NeurIPS’25, Processing Mode=Online2026.03 | 68.5 | 53.2 | 71.6 | 47.8 | 65.4 | 60.9 | 61.2 | 58.9 | 64.9 | 32.3 | 52 | 32.8 | 70.6 | 57.1 | 52.5 | 55.6 | |
| LLaVA-OV-7BVenue=TMLR’25, Processing Mode=Offline2026.03 | 66.4 | 57.8 | 73.3 | 53.4 | 71.3 | 62 | 64 | 54.2 | 55.4 | 21.5 | 43.7 | 25.6 | 67.1 | 58.8 | 50.5 | 52.7 | |
| Qwen2-VL-72BVenue=-, Processing Mode=Offline2026.03 | 65.8 | 60.6 | 69.8 | 51.7 | 69.3 | 54.4 | 61.9 | 52.5 | 60.8 | 57.5 | 57 | 38.8 | 64.1 | 45 | 49.3 | 56.3 | |
| Dispider-8BVenue=CVPR’25, Processing Mode=Online2026.03 | 57.7 | 49.5 | 62.1 | 44.9 | 61.4 | 51.6 | 54.6 | 48.5 | 55.4 | 4.3 | 36.1 | 18.1 | 37.4 | 48.8 | 34.7 | 41.8 | |
| LongVU-7BVenue=ICML’25, Processing Mode=Offline2026.03 | 53.7 | 53.2 | 62.9 | 47.8 | 68.3 | 59.8 | 57.6 | 40.7 | 59.5 | 4.8 | 35 | 12.2 | 69.5 | 60.8 | 47.5 | 46.7 | |
| VideoLLM-online-8BVenue=CVPR’24, Processing Mode=Online2026.03 | 8.1 | 23.9 | 12.1 | 14 | 45.5 | 21.2 | 20.8 | 22.2 | 18.8 | 12.2 | 17.7 | — | — | — | — | — |