Visual-Semantic Understanding on CII-Bench benchmark leaderboard · SOTA2 Research

Visual-Semantic Understanding on CII-Bench

50.7Overall ScoreInternVL3

Evaluation Results

Method	Links
InternVL32026.01		50.7	45.9	48.5	57.8	45.8	51.9	51.9	46.6	52.5	52.6
Qwen2.5-VL2026.01		48.1	41.1	52.2	51.4	58.3	53.7	47.4	47.9	47.2	49.3
InternVL32026.01		47.7	42.9	46.3	55.1	37.5	57.4	45.2	46.2	47.9	48.9
Qwen2.5-VL2026.01		45.8	39	45.6	50.8	45.8	57.4	45.9	44.4	46	46.6
MoCoT (Ours)2026.01		44.7	35.9	44.1	49.2	50	55.6	48.9	41	44.9	47.7
Qwen2.5-VL2026.01		41.8	32.5	39	44.3	54.2	53.7	50.4	39.7	41.5	44
Ovis22026.01		36.3	32	33.1	43.8	37.5	48.2	31.9	35.5	34.7	38.7
Qwen2.5-VL2026.01		36.2	31.2	33.8	34.6	37.5	50	43.7	37.2	31.7	39.9
InternVL2.52026.01		33.6	27.3	36.8	37.3	41.7	40.7	31.9	30.8	34.7	35
InternVL2.52026.01		33.3	33.3	37.5	35.7	29.2	29.6	28.2	32.5	30.6	36.8
Phi-3.52026.01		33.1	26.8	39	32.4	45.8	44.4	31.9	26.5	37.4	34.6
XComposer-2.52026.01		32.6	26.8	36.8	35.7	25	42.6	31.1	31.6	35.5	30.5
XComposer-2.52026.01		32.6	30.3	32.4	34.6	33.3	40.7	30.4	31.6	35.1	30.8
Gemma-32026.01		32.6	29	37.5	31.9	25	40.7	32.6	26.9	32.1	38
Gemma-32026.01		30.5	26.8	34.6	31.4	45.8	35.2	26.7	23.5	34.3	32.7
LLaVA-1.62026.01		30.2	23.4	37.5	28.1	29.2	50	29.6	26.1	30.2	33.8
LLaVA-1.62026.01		29	21.7	34.6	30.3	29.2	44.4	28.2	25.6	30.2	30.8
Ovis22026.01		26.8	22.1	28.7	35.1	37.5	35.2	16.3	23.1	28.3	28.6
Mono2026.01		22.5	17.8	22.8	21.1	29.2	27.8	28.9	23.1	21.1	23.3
Phi-3.52026.01		22.1	14.7	31.6	21.1	29.2	27.8	23	22.2	20.8	23.3
Mono2026.01		10.7	8.6	13.2	7	12.5	13	15.6	11.1	8.7	12.4