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OVO-Bench

Benchmarks

Task NameDataset NameSOTA ResultTrend
Online Video UnderstandingOVO-Bench
Backward Tracing Avg.92.33
48
Streaming Video UnderstandingOVO-Bench
OCR95.3
32
Backward TracingOVO-Bench
EPM92.6
27
Real-Time Visual PerceptionOVO-Bench
OCR94
27
Real-time visual perception and backward tracingOVO-Bench
Real-Time Score93.2
24
Streaming Video UnderstandingOVO-Bench 1.0 (test)
OCR89.9
21
Online Video UnderstandingOVO-Bench (test)
RTVP69.32
13
Video UnderstandingOVO-Bench 1.0 (full)
OCR85.9
12
Backward TracingOVO-Bench Reactive QA 1.0 (test)
EPM56.57
10
Real-time Visual PerceptionOVO-Bench Reactive QA 1.0 (test)
OCR65.1
10
Recurring alertOVO-Bench
Recall33.81
9
Single-alertOVO-Bench
PA37.5
9
Streaming NarrationOVO-Bench SSR (test)
F1 Score0.1454
8
Proactive Response TimingOVO-Bench Future Active Responding
CRR Recall47.92
5
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