Anomaly Generation on MVTec 1 (test)
2.54Image Similarity (IS)AnomalyDiffusion
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AnomalyDiffusionCategory=tile2024.08 | 2.54 | 0.55 | |
| SDGANCategory=tile2024.08 | 2.53 | 0.21 | |
| DualAnoDiffCategory=tile2024.08 | 2.4 | 0.5 | |
| DualAnoDiffCategory=toothbrush2024.08 | 2.4 | 0.48 | |
| DFMGANCategory=tile2024.08 | 2.39 | 0.22 | |
| DefectGANCategory=tile2024.08 | 2.35 | 0.22 | |
| AnomalyDiffusionCategory=wood2024.08 | 2.33 | 0.37 | |
| DualAnoDiffCategory=wood2024.08 | 2.24 | 0.4 | |
| DefectGANCategory=wood2024.08 | 2.19 | 0.29 | |
| DualAnoDiffCategory=bottle2024.08 | 2.17 | 0.43 | |
| DualAnoDiffCategory=cable2024.08 | 2.15 | 0.43 | |
| DualAnoDiffCategory=zipper2024.08 | 2.14 | 0.37 | |
| AnomalyDiffusionCategory=cable2024.08 | 2.13 | 0.41 | |
| DualAnoDiffCategory=grid2024.08 | 2.13 | 0.42 | |
| AnomalyDiffusionCategory=hazel_nut2024.08 | 2.13 | 0.31 | |
| DefectGANCategory=leather2024.08 | 2.12 | 0.14 | |
| SDGANCategory=wood2024.08 | 2.12 | 0.25 | |
| DFMGANCategory=wood2024.08 | 2.12 | 0.35 | |
| CDCCategory=tile2024.08 | 2.1 | 0.12 | |
| DFMGANCategory=leather2024.08 | 2.06 | 0.17 | |
| CDCCategory=wood2024.08 | 2.05 | 0.03 | |
| AnomalyDiffusionCategory=grid2024.08 | 2.04 | 0.44 | |
| SDGANCategory=leather2024.08 | 2.04 | 0.12 | |
| DefectGANCategory=grid2024.08 | 2.01 | 0.12 | |
| Crop-PasteCategory=grid2024.08 | 2 | 0.12 | |
| CDCCategory=cable2024.08 | 1.97 | 0.19 | |
| CDCCategory=grid2024.08 | 1.97 | 0.07 | |
| DFMGANCategory=grid2024.08 | 1.97 | 0.13 | |
| CDCCategory=hazel_nut2024.08 | 1.97 | 0.05 | |
| DFMGANCategory=cable2024.08 | 1.96 | 0.25 | |
| AnomalyDiffusionCategory=metal_nut2024.08 | 1.96 | 0.3 | |
| SDGANCategory=grid2024.08 | 1.95 | 0.1 | |
| Crop-PasteCategory=wood2024.08 | 1.95 | 0.23 | |
| DualAnoDiffCategory=hazel_nut2024.08 | 1.94 | 0.35 | |
| AnomalyDiffusionCategory=leather2024.08 | 1.94 | 0.41 | |
| DFMGANCategory=hazel_nut2024.08 | 1.93 | 0.24 | |
| DualAnoDiffCategory=Average2024.08 | 1.93 | 0.38 | |
| DualAnoDiffCategory=leather2024.08 | 1.91 | 0.35 | |
| SDGANCategory=cable2024.08 | 1.89 | 0.19 | |
| DefectGANCategory=hazel_nut2024.08 | 1.87 | 0.19 | |
| SDGANCategory=hazel_nut2024.08 | 1.85 | 0.16 | |
| DefectGANCategory=toothbrush2024.08 | 1.85 | 0.03 | |
| Crop-PasteCategory=tile2024.08 | 1.83 | 0.2 | |
| DualAnoDiffCategory=pill2024.08 | 1.82 | 0.38 | |
| DFMGANCategory=toothbrush2024.08 | 1.82 | 0.18 | |
| CDCCategory=leather2024.08 | 1.8 | 0.07 | |
| AnomalyDiffusionCategory=Average2024.08 | 1.8 | 0.32 | |
| SDGANCategory=toothbrush2024.08 | 1.78 | 0.03 | |
| SDGANCategory=transistor2024.08 | 1.76 | 0.13 | |
| Crop-PasteCategory=cable2024.08 | 1.74 | 0.25 | |
| Crop-PasteCategory=hazel_nut2024.08 | 1.74 | 0.21 | |
| DFMGANCategory=Average2024.08 | 1.72 | 0.2 | |
| DualAnoDiffCategory=transistor2024.08 | 1.71 | 0.33 | |
| SDGANCategory=Average2024.08 | 1.71 | 0.13 | |
| DefectGANCategory=cable2024.08 | 1.7 | 0.22 | |
| DefectGANCategory=Average2024.08 | 1.69 | 0.15 | |
| AnomalyDiffusionCategory=toothbrush2024.08 | 1.68 | 0.21 | |
| CDCCategory=Average2024.08 | 1.65 | 0.07 | |
| DFMGANCategory=transistor2024.08 | 1.64 | 0.25 | |
| DFMGANCategory=pill2024.08 | 1.63 | 0.16 | |
| CDCCategory=toothbrush2024.08 | 1.63 | 0.06 | |
| DFMGANCategory=bottle2024.08 | 1.62 | 0.12 | |
| DualAnoDiffCategory=capsule2024.08 | 1.62 | 0.32 | |
| SDGANCategory=pill2024.08 | 1.61 | 0.07 | |
| DefectGANCategory=pill2024.08 | 1.61 | 0.1 | |
| AnomalyDiffusionCategory=pill2024.08 | 1.61 | 0.26 | |
| CDCCategory=transistor2024.08 | 1.61 | 0.13 | |
| DefectGANCategory=capsule2024.08 | 1.59 | 0.04 | |
| DFMGANCategory=capsule2024.08 | 1.59 | 0.11 | |
| AnomalyDiffusionCategory=capsule2024.08 | 1.59 | 0.21 | |
| AnomalyDiffusionCategory=bottle2024.08 | 1.58 | 0.19 | |
| SDGANCategory=bottle2024.08 | 1.57 | 0.06 | |
| DualAnoDiffCategory=metal_nut2024.08 | 1.57 | 0.32 | |
| AnomalyDiffusionCategory=transistor2024.08 | 1.57 | 0.34 | |
| Crop-PasteCategory=metal_nut2024.08 | 1.56 | 0.15 | |
| CDCCategory=pill2024.08 | 1.56 | 0.06 | |
| CDCCategory=metal_nut2024.08 | 1.55 | 0.04 | |
| CDCCategory=bottle2024.08 | 1.52 | 0.04 | |
| Crop-PasteCategory=Average2024.08 | 1.51 | 0.14 | |
| SDGANCategory=capsule2024.08 | 1.49 | 0.03 | |
| DFMGANCategory=metal_nut2024.08 | 1.49 | 0.32 | |
| Crop-PasteCategory=pill2024.08 | 1.49 | 0.11 | |
| Crop-PasteCategory=leather2024.08 | 1.47 | 0.14 | |
| DefectGANCategory=metal_nut2024.08 | 1.47 | 0.3 | |
| DefectGANCategory=transistor2024.08 | 1.47 | 0.13 | |
| SDGANCategory=metal_nut2024.08 | 1.45 | 0.28 | |
| Crop-PasteCategory=bottle2024.08 | 1.43 | 0.04 | |
| DualAnoDiffCategory=screw2024.08 | 1.43 | 0.36 | |
| DefectGANCategory=bottle2024.08 | 1.39 | 0.07 | |
| Crop-PasteCategory=transistor2024.08 | 1.39 | 0.15 | |
| AnomalyDiffusionCategory=zipper2024.08 | 1.39 | 0.25 | |
| CDCCategory=capsule2024.08 | 1.37 | 0.06 | |
| DualAnoDiffCategory=carpet2024.08 | 1.36 | 0.29 | |
| Crop-PasteCategory=toothbrush2024.08 | 1.3 | 0.08 | |
| CDCCategory=zipper2024.08 | 1.3 | 0.05 | |
| DFMGANCategory=zipper2024.08 | 1.29 | 0.27 | |
| AnomalyDiffusionCategory=screw2024.08 | 1.28 | 0.3 | |
| CDCCategory=carpet2024.08 | 1.25 | 0.03 | |
| SDGANCategory=zipper2024.08 | 1.25 | 0.1 | |
| DefectGANCategory=zipper2024.08 | 1.25 | 0.1 |