Streaming Video Understanding on OVOBench
92.8AccuracyHuman
Evaluation Results
| Method | Links | |
|---|---|---|
| Human2026.06 | 92.8 | |
| Seed2.0 Pro2026.06 | 77 | |
| Seed2.0 Lite2026.06 | 76.7 | |
| Seed1.82026.06 | 72.6 | |
| Seed1.5-VLThinking mode=true, Evaluation frame rate=1 FPS2025.05 | 72.3 | |
| Seed1.5-VLThinking mode=false, Evaluation frame rate=1 FPS2025.05 | 72 | |
| Seed2.0 Mini2026.06 | 70.4 | |
| Gemini-3-Pro2026.06 | 70.1 | |
| Gemini-3-Flash2026.06 | 68.7 | |
| Gemini 1.5-ProEvaluation frame rate=1 FPS2025.05 | 67.7 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=8, ur=64, s=0.25 (↓48.4%)2026.06 | 50.77 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=8, ur=32, s=0.25 (↓48.4%)2026.06 | 50.35 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=4, ur=32, s=0.25 (↓48.0%)2026.06 | 49.71 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=4, ur=64, s=0.25 (↓48.0%)2026.06 | 49.41 | |
| Qwen2.5-VL-7BMode=Traditional Streaming Prefill (Baseline), acn=∞, ur=∞, s=–2026.06 | 49.35 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=4, ur=64, s=0.1 (↓70.6%)2026.06 | 47.56 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=8, ur=32, s=0.1 (↓70.5%)2026.06 | 47.32 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=8, ur=64, s=0.1 (↓70.5%)2026.06 | 47.23 | |
| Qwen2.5-VL-3BMode=Traditional Streaming Prefill (Baseline), acn=∞, ur=∞, s=–2026.06 | 47.13 | |
| ViCoStreamBackbone=Qwen2.5-VL-7B, acn=4, ur=32, s=0.1 (↓70.6%)2026.06 | 46.77 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=8, ur=64, s=0.25 (↓57.3%)2026.06 | 46.35 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=8, ur=32, s=0.25 (↓57.3%)2026.06 | 46.17 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=4, ur=64, s=0.25 (↓57.6%)2026.06 | 45.3 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=4, ur=32, s=0.25 (↓57.6%)2026.06 | 45.16 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=8, ur=32, s=0.1 (↓72.9%)2026.06 | 43.85 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=8, ur=64, s=0.1 (↓73.0%)2026.06 | 43.28 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=4, ur=32, s=0.1 (↓72.9%)2026.06 | 42.48 | |
| ViCoStreamBackbone=Qwen2.5-VL-3B, acn=4, ur=64, s=0.1 (↓72.9%)2026.06 | 42.19 |