OVO-Bench
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Streaming Video Understanding | OVO-Bench | Real-Time Visual Perception Avg.93.2 | 56 | |
| Online Video Understanding | OVO-Bench | Backward Tracing Avg.92.33 | 48 | |
| Backward Tracing | OVO-Bench | EPM92.6 | 41 | |
| Real-Time Visual Perception | OVO-Bench | OCR94 | 41 | |
| Real-time visual perception and backward tracing | OVO-Bench | Real-Time Score93.2 | 24 | |
| Streaming Video Understanding | OVO-Bench 1.0 (test) | OCR89.9 | 21 | |
| Real-time Streaming | OVO-Bench | RTVP71.3 | 17 | |
| Streaming Video Understanding | OVO-Bench RealStreamEval protocol | OCR93.9 | 17 | |
| Video Question Answering | OVO-Bench | Overall Accuracy65.93 | 17 | |
| Video Question Answering | OVO-Bench Backward Tracing | EPM59.93 | 17 | |
| Video Question Answering | OVO-Bench Real-Time Visual Perception | OCR91.95 | 17 | |
| Video Backward Reasoning | OVO-Bench Backward | EPM61.95 | 14 | |
| Video Perception Reasoning | OVO-Bench Perception | OCR91.95 | 14 | |
| Online Visual-Only Question Answering | OVO-bench | OCR95.3 | 13 | |
| Forward Active Responding | OVO-Bench | REC95.5 | 13 | |
| Video Understanding | OVO-Bench | OCR94 | 13 | |
| Online Video Understanding | OVO-Bench (test) | RTVP69.32 | 13 | |
| Video Understanding | OVO-Bench 1.0 (full) | OCR85.9 | 12 | |
| Proactive Alerting | OvO-Bench | Precision58.77 | 11 | |
| Backward Tracing | OVO-Bench Reactive QA 1.0 (test) | EPM56.57 | 10 | |
| Real-time Visual Perception | OVO-Bench Reactive QA 1.0 (test) | OCR65.1 | 10 | |
| Proactive Video Understanding | OVO-Bench | FAR Time4.4 | 9 | |
| Recurring alert | OVO-Bench | Recall33.81 | 9 | |
| Single-alert | OVO-Bench | PA37.5 | 9 | |
| Streaming Narration | OVO-Bench SSR (test) | F1 Score0.1454 | 8 |
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