Table 2.

AUCs of each category in MVTec AD dataset using AnoGAN, GANomaly, Skip-GANomaly, proposed method (DAGAN), and U-Net auto-encoder.

Category	AnoGAN	GANomaly	Skip-GANomaly	DAGAN	U-Net
Bottle	0.800	0.794	0.937	0.983	0.863
Cable	0.477	0.711	0.674	0.665	0.636
Capsule	0.442	0.721	0.718	0.687	0.673
Carpet	0.337	0.821	0.795	0.903	0.774
Grid	0.871	0.743	0.657	0.867	0.857
Hazelnut	0.259	0.874	0.906	1.00	0.996
Leather	0.451	0.808	0.908	0.944	0.870
Metal Nut	0.284	0.694	0.79	0.815	0.676
Pill	0.711	0.671	0.758	0.768	0.781
Screw	0.10	1.00	1.00	1.00	1.00
Tile	0.401	0.72	0.85	0.961	0.964
Toothbrush	0.439	0.700	0.689	0.950	0.811
Transistor	0.692	0.808	0.814	0.794	0.674
Wood	0.567	0.920	0.919	0.979	0.958
Zipper	0.715	0.744	0.663	0.781	0.750