Streaming Video Understanding on OVO-Bench RealStreamEval protocol benchmark leaderboard · SOTA2 Research

Streaming Video Understanding on OVO-Bench RealStreamEval protocol

93.9OCRHuman Evaluation

Evaluation Results

Method	Links
Human Evaluation2026.05		93.9	92.5	94.8	92.7	91	94	93.2	92.5	93	91.4	92.3	95.4	89.6	93.5	92.8	92.8
EvoStreaming-8B-Qwen22026.05		82.9	67.9	75.9	53.4	62.4	69	68.6	51.5	55.4	45.2	50.7	20.6	64.6	6.7	30.6	54.6
EvoStreaming-8B-Qwen32026.05		79.9	50.5	62.1	37.1	38.6	60.6	54.8	45.1	41.2	33.6	40	19.3	69.3	24.2	37.6	46.8
EvoStreaming-8B-Qwen2.52026.05		78.9	58.3	63.4	51.1	56.9	60.9	61.6	45.3	53	35.2	44.5	18.9	38.7	7.9	21.8	47.4
Qwen2.5-VL-8B2026.05		78.5	47.7	58.6	38.2	56.4	58.2	56.3	41.6	56.8	42.5	46.9	14.9	15	8	12.6	43
Qwen2-VL-8B2026.05		75.2	58.3	61.2	33.7	50	59.8	56.4	48.2	44.3	57	49.8	16	21.2	0.8	12.6	43.8
InternVL-3.5-8B2026.05		65.8	51.4	52.6	40.2	58.4	53.8	53.7	46	52.7	21	39.9	16.9	22.9	4	14.6	40.5
EvoStreaming-8B-InternVL3.52026.05		59.2	51.3	47	34.7	52	48.1	48.7	43.5	49.3	21.2	38	26.1	62.9	29.1	39.4	43.7
Qwen3-VL-8B2026.05		54.7	44.5	57.3	43.8	35.2	56	48.6	34.2	50.3	38.2	40.9	17.1	24.6	5.6	15.8	38.5
LLaVA-Video-7B2026.05		50.3	52.3	49.6	31.5	51.5	41.3	46.1	38.4	51.4	16.1	35.3	17.8	23.2	4.9	15.3	35.7
LLaVA-OneVision-7B2026.05		47.3	50.5	63.8	46.1	51.5	54.1	52.2	37.5	49.3	67.7	51.5	13	20.2	1.2	11.5	41.9
Dispider-7B2026.05		47	44	45.7	37.1	58.4	48.4	46.8	46.5	51.4	3.2	33.7	5	0	12.4	5.8	33.3
EvoStreaming-8B-MiniCPM-V2026.05		46.3	45	41.4	29.2	45.5	42.4	41.6	41.1	46	21.5	36.2	23.1	71.4	23.3	39.3	39.7
MiniCPM-V4.5-8B2026.05		43	48.6	47.8	36	38.1	41.6	42.5	33.2	55.7	43.8	44.2	16.2	23.1	5.4	14.9	34.4
Flash-VStream-7B2026.05		24.2	29.4	28.5	33.7	25.7	28.8	28.4	39.1	37.2	5.9	27.4	17.4	13.5	5.1	12	24
TimeChat-Online2026.05		24.2	30.3	31	25.3	48.5	36.4	32.6	37.7	41.9	19.9	33.2	14.7	17.3	3.3	11.8	27.5
Video-LLaMA2-7B2026.05		20.8	28.4	17.7	15.7	29.7	24.5	22.8	14.8	30.4	7.5	17.6	13.6	21.6	1.3	12.2	18.9