Anomaly Detection and Localization on MVTec-AD 15 classes 1.0 (test) benchmark leaderboard · SOTA2 Research

Anomaly Detection and Localization on MVTec-AD 15 classes 1.0 (test)

99.4Image-level AUROCUniMMAD†

Evaluation Results

Method	Links
UniMMAD†2026.06		99.4	99.5	97.8	97.6	58.5	60	93.5	86.6
MambaADv22026.06		99.1	99.8	98.3	97.9	59	61.8	94.2	87.2
InvAD2026.06		99	99.5	97.9	97.5	57.5	59.8	94	86.5
Dinomaly2026.06		98.9	99.7	98.1	97.8	57.5	60	93.5	86.5
No-MambAAD2026.06		98.8	99.6	97.8	97.7	57.8	60.2	93.8	86.5
MambaAD2026.06		98.6	99.6	97.8	97.7	56.3	59.2	93.1	86
PromptAD2026.06		97.5	99.2	97	97.2	53.5	57	92	84.8
DiAD2026.06		97.2	99	96.5	96.8	52.6	55.5	90.7	84
UniAD2026.06		96.5	98.8	96.2	96.8	43.4	49.5	90.7	81.7
SimpleNet2026.06		95.3	98.4	95.8	96.9	45.9	49.7	86.5	81.2
RD4AD2026.06		94.6	96.5	95.2	96.1	48.6	53.8	91.1	82.3
DeSTSeg2026.06		89.2	95.5	91.6	93.1	54.3	50.9	64.8	77.1