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Instance-level Anomaly Detection on MVTec AD

0.494Avg mAPYOLOv5
0.3488160.3865080.42420.461892Apr 9, 2026

Evaluation results

MethodLinks
YOLOv5Synthesis Method=GroundingAnomaly2026.040.494
YOLOv5Synthesis Method=DualAnoDiff2026.040.4773
YOLOv5Synthesis Method=SeaS2026.040.4671
YOLOv5Synthesis Method=AnoDiff2026.040.4435
DETRSynthesis Method=GroundingAnomaly2026.040.4317
DETRSynthesis Method=SeaS2026.040.4281
Faster R-CNNSynthesis Method=GroundingAnomaly2026.040.4196
YOLOv5Synthesis Method=DFMGAN2026.040.4151
DETRSynthesis Method=DualAnoDiff2026.040.4079
Faster R-CNNSynthesis Method=SeaS2026.040.4044
Faster R-CNNSynthesis Method=DualAnoDiff2026.040.4017
DETRSynthesis Method=AnoDiff2026.040.3891
DETRSynthesis Method=DFMGAN2026.040.3788
Faster R-CNNSynthesis Method=AnoDiff2026.040.3713
Faster R-CNNSynthesis Method=DFMGAN2026.040.3544