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Real-time Visual Perception and Backward Tracing on OVO-Bench

93.2Real-Time Score

Human

Updated 1mo ago

Evaluation Results

Method	Links
Human 2026.01		93.2	92.33	92.83
Qwen2.5-VL-32B + HERMES (4K tokens) 2026.01		72.37	55.42	63.9
Qwen2.5-VL-32B + HERMES (6K tokens) 2026.01		71.93	57.71	64.82
Gemini 1.5 pro 2026.01		69.32	62.54	66.41
Qwen2.5-VL-7B + HERMES (4K tokens) 2026.01		68.98	49.43	59.21
Qwen2.5-VL-7B + HERMES (6K tokens) 2026.01		68.42	48.1	58.26
LLaVA-OV-7B + HERMES (4K tokens) 2026.01		66.34	50.2	58.27
LLaVA-OV-7B + HERMES (6K tokens) 2026.01		65.07	48.8	56.94
GPT-4o 2026.01		64.46	60.75	62.87
Qwen2.5-VL-32B 2026.01		64.4	50.33	57.37
LLaVA-OV-7B 2026.01		63.06	43.64	53.35
TimeChat-Online-7B 2026.01		61.9	41.7	51.8
StreamForest-7B 2026.01		61.2	52.02	56.61
InternVL-V2-8B 2026.01		60.73	44	52.37
Qwen2-VL-7B 2026.01		60.65	48.58	54.62
Qwen2.5-VL-7B 2026.01		59.9	44.65	52.28
LLaVA-OV-7B + ReKV 2026.01		57.33	44.16	50.75
Dispider-7B 2026.01		54.55	36.06	45.31
LLaVA-OV-0.5B + HERMES (4K tokens) 2026.01		50.72	34.8	42.76
LLaVA-OV-0.5B + HERMES (6K tokens) 2026.01		50.34	34.75	42.55
LLaVA-OV-0.5B 2026.01		49.7	34.59	42.15
LLaVA-OV-0.5B + ReKV 2026.01		43.77	33.06	38.42
Flash-VStream-7B 2026.01		29.86	25.35	27.61
VideoLLM-online-8B 2026.01		20.79	17.73	19.26