Image-level Anomaly Detection on Mvtec LOCO AD
86AUROC (Logical)GCAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCAD2023.03 | 86 | 80.7 | 83.4 | — | |
| GCAD2023.07 | 86 | 80.6 | 83.3 | — | |
| GCAD2023.03 | 86 | 80.6 | 83.3 | — | |
| EffiAD2023.03 | 85.8 | 94.1 | 90 | — | |
| THFR2023.03 | 85.2 | 86.7 | 86 | — | |
| HETMM2023.03 | 83.2 | 92.9 | 88.1 | — | |
| DSKD2023.07 | 81.2 | 86.9 | 84 | — | |
| GLCF2023.03 | 78 | 83.6 | 80.8 | — | |
| PatchCore-252023.07 | 75.9 | 85.5 | 80.7 | — | |
| PatchCore2023.03 | 75.8 | 84.8 | 80.3 | — | |
| DRAEM2023.03 | 72.8 | 74.4 | 73.6 | — | |
| SPADE2023.07 | 70.9 | 66.8 | 68.9 | — | |
| RD4AD2023.03 | 69.4 | 88 | 78.7 | — | |
| SPADE2023.03 | 69 | 78.9 | 74 | — | |
| RD2023.07 | 66.9 | 86.7 | 76.8 | — | |
| S-T2023.03 | 66.4 | 88.3 | 77.4 | — | |
| US2023.07 | 66.4 | 88.3 | 77.3 | — | |
| f-AnoGAN2023.03 | 65.9 | 62.7 | 64.3 | — | |
| f-AnoGAN2023.07 | 65.8 | 62.7 | 64.2 | — | |
| MNAD2023.03 | 60.1 | 70.2 | 65.1 | — | |
| MNAD2023.07 | 60 | 70.2 | 65.1 | — | |
| AE2023.03 | 58.2 | 56.6 | 57.4 | — | |
| AE2023.07 | 58.1 | 56.5 | 57.3 | — | |
| VM2023.07 | 56.5 | 58.9 | 57.7 | — | |
| VAE2023.03 | 53.8 | 54.8 | 54.3 | — | |
| VAE2023.07 | 53.8 | 54.8 | 54.3 | — | |
| AnomalyGPTsetting=1-normal-shot2024.12 | — | — | — | 60.4 | |
| ComADsetting=1-normal-shot2024.12 | — | — | — | 62.2 | |
| MedCLIPsetting=1-normal-shot2024.12 | — | — | — | 54.9 | |
| PatchCoresetting=1-normal-shot2024.12 | — | — | — | 62 | |
| UniADsetting=1-normal-shot2024.12 | — | — | — | 50.9 | |
| UniVADsetting=1-normal-shot2024.12 | — | — | — | 71 | |
| WINCLIPsetting=1-normal-shot2024.12 | — | — | — | 58 |