A Simple Baseline for Streaming Video Understanding

Benchmark Model Rank Results
video-question-answering-on-ovo-benchQwen2.5-VL-7B–Real-Time Visual Perception: 59.9Backward Tracing: 44.7
video-question-answering-on-ovo-benchSimpleStream (Qwen2.5-VL-7B, 2 frames)–Real-Time Visual Perception: 75.0Backward Tracing: 49.5
video-question-answering-on-ovo-benchSimpleStream (Qwen2.5-VL-7B, 4 frames)–Real-Time Visual Perception: 78.4Backward Tracing: 51.9
video-question-answering-on-ovo-benchSimpleStream (Qwen2.5-VL-7B, 8 frames)–Real-Time Visual Perception: 76.6Backward Tracing: 50.8
video-question-answering-on-ovo-benchSimpleStream (Qwen3-VL-8B, 2 frames)–Real-Time Visual Perception: 79.3Backward Tracing: 53.5
video-question-answering-on-ovo-benchSimpleStream (Qwen3-VL-8B, 4 frames)–Real-Time Visual Perception: 81.4Backward Tracing: 54.0
video-question-answering-on-ovo-benchSimpleStream (Qwen3-VL-8B, 8 frames)–Real-Time Visual Perception: 79.9Backward Tracing: 54.9