Multimodal Understanding on MM-Vet benign queries benchmark leaderboard · SOTA2 Research

Multimodal Understanding on MM-Vet benign queries

54.5Recognition ScoreVLGuard

Evaluation Results

Method	Links
VLGuard2026.03		54.5	63.2	40.8	42.6	57.5	28.5	51.7	8.95
VSFA2026.03		53.2	62.8	39.5	41.2	59.5	27.2	51	2.62
VLGuard2026.03		50.2	60.8	37.1	39.5	56.3	25.8	48.6	10.82
VSFA2026.03		49.5	61.2	36.5	38.8	58.5	24.5	48.5	3.45
AdaShield2026.03		46.2	60.5	28.8	33.5	57.9	14.2	44.8	24.82
AdaShield2026.03		43.7	58.6	25.6	31.1	58.1	12.5	42.7	26.15
VSFA2026.03		40.2	29.5	18.8	20.8	31.5	18.5	29.9	2.35
VLGuard2026.03		39.5	30.2	20.2	21.5	30.8	17.2	30	13.28
VSFA2026.03		35.5	19.2	15.2	18.2	24.8	14.2	24.3	1.82
VLGuard2026.03		34.2	19.8	15.5	18.5	24.3	12.8	23.9	12.65
AdaShield2026.03		33.2	19.5	15.5	21.8	27.5	9.8	24.2	30.85
AdaShield2026.03		29.9	13.5	12.9	19.8	22.7	8.2	20.5	29.36