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Real-time Visual Understanding on StreamingBench

89.47Object Perception (OP)

Human

Updated 4d ago

Evaluation Results

Method
Human 2026.02	89.47	92	93.6	91.47	95.65	92.52	88	88.75	89.74	91.3	91.46
EventMemAgent 2026.02	83.92	76.56	87.7	85.29	77.02	79.44	77.78	68.29	72.24	48.7	77
StreamForest 2026.02	83.11	82.81	82.65	84.26	77.5	78.19	76.85	69.11	75.64	54.4	77.26
TimeChat-Online 2026.02	80.22	82.03	79.5	83.33	76.1	78.5	78.7	64.63	69.6	57.98	75.36
StreamAgent 2026.02	79.63	78.31	79.28	75.87	74.74	76.92	82.94	66.31	73.69	55.4	74.28
Gemini 1.5 pro 2026.02	79.02	80.47	83.54	79.67	80	84.74	77.78	64.23	71.95	48.7	75.69
LLaVA-NeXT-Video 2026.02	78.2	70.31	73.82	76.8	63.35	69.78	57.41	56.1	64.31	38.86	66.96
GPT-4o 2026.02	77.11	80.47	83.91	76.47	70.19	83.8	66.67	62.19	69.12	49.22	73.28
Qwen2-VL 2026.02	75.2	77.45	73.19	82.81	68.32	71.03	72.22	61.19	61.47	46.11	69.04
Dispider 2026.02	74.92	75.53	74.1	73.08	74.44	59.92	76.14	62.91	62.16	45.8	67.63
Qwen3-VL 2026.02	73.57	71.09	76.34	80.39	65.22	74.77	78.7	67.89	61.47	47.67	70.2
Claude 3.5 Sonnet 2026.02	73.33	80.47	84.09	82.02	75.39	79.53	61.11	61.79	69.32	43.09	72.44
MiniCPM-V-2.6 2026.02	71.93	71.09	77.92	75.82	64.6	65.73	70.37	56.1	62.32	53.37	67.44
Kangaroo 2026.02	71.12	84.38	70.66	73.2	67.08	61.68	56.48	55.69	62.04	38.86	64.6
LongVA 2026.02	70.03	63.28	61.2	70.92	62.73	59.5	61.11	53.66	54.67	34.72	59.96
InternVL-V2 2026.02	68.12	60.94	69.4	77.12	67.7	62.93	59.26	53.25	54.96	56.48	63.72
Video-CCAM 2026.02	56.4	57.81	65.3	62.75	64.6	51.4	42.59	47.97	49.58	31.61	53.96
Video-LLaMA2 2026.02	55.86	55.47	57.41	58.17	52.8	43.61	39.81	42.68	45.61	35.23	49.52
VILA-1.5 2026.02	53.68	49.22	70.98	56.86	53.42	53.89	54.63	48.78	50.14	17.62	52.32
VideoLLM-online 2026.02	39.07	40.06	34.49	31.05	45.96	32.4	31.48	34.16	42.49	27.89	35.99
Flash-VStream 2026.02	25.89	43.57	24.91	23.87	27.33	13.08	18.52	25.2	23.87	48.7	23.23