Anomaly Detection and Localization on COCO-AD 60 classes 1.0 (test) benchmark leaderboard · SOTA2 Research

Anomaly Detection and Localization on COCO-AD 60 classes 1.0 (test)

65.3Image-level AUROCMambaADv2

Evaluation Results

Method	Links
MambaADv22026.06		65.3	57.8	64.8	70.8	18.5	24.1	42	49
InvAD2026.06		64.8	57.2	64.3	70.5	18.2	23.8	41.8	48.7
Dinomaly2026.06		64.5	56.8	64	70.2	17.5	23	41.2	48.2
UniMMAD†2026.06		64.2	56.5	63.8	70	17.8	23.2	41.5	48.1
MambaAD2026.06		63.9	56.2	63.2	69.3	16.9	22.2	40.5	47.5
No-MambAAD2026.06		63.5	55.8	63.5	69.8	17	22.5	40.8	47.6
PromptAD2026.06		61.5	54	62.5	68.5	15.5	21	37.5	45.8
DiAD2026.06		58.9	53	63.2	68	20.5	14.2	30.8	44.1
RD4AD2026.06		58.4	51.1	62.3	67.4	14.3	20.6	40.7	45
SimpleNet2026.06		57.1	49.4	61.7	59.5	12.2	17.9	27.5	40.8
UniAD2026.06		56.2	49	61.7	65.4	12.9	19.4	31.7	42.3
DeSTSeg2026.06		56.2	50.3	61.9	60.9	11.3	16.3	23.6	40.1