Anomaly Generation on MVTec-AD
1.48KIDO2MAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| O2MAGCategory=screw2026.03 | 1.48 | 0.33 | |
| O2MAGCategory=grid2026.03 | 7.04 | 0.38 | |
| DFMGANCategory=screw2026.03 | 9.53 | 0.14 | |
| O2MAGCategory=hazelnut2026.03 | 9.54 | 0.3 | |
| AnoDiffCategory=screw2026.03 | 10.03 | 0.29 | |
| O2MAGCategory=toothbrush2026.03 | 10.75 | 0.2 | |
| DFMGANCategory=hazelnut2026.03 | 21.16 | 0.24 | |
| O2MAGCategory=capsule2026.03 | 22.71 | 0.17 | |
| DFMGANCategory=carpet2026.03 | 25.14 | 0.13 | |
| O2MAGCategory=cable2026.03 | 28.93 | 0.41 | |
| SeaSCategory=screw2026.03 | 34.47 | 0.33 | |
| O2MAGCategory=wood2026.03 | 36.64 | 0.38 | |
| DualAnoCategory=screw2026.03 | 36.81 | 0.39 | |
| O2MAGCategory=pill2026.03 | 39.76 | 0.24 | |
| DualAnoCategory=hazelnut2026.03 | 40.2 | 0.37 | |
| MAGIC2025.07 | 40.27 | 0.3 | |
| DFMGANCategory=capsule2026.03 | 40.63 | 0.11 | |
| AnoDiffCategory=toothbrush2026.03 | 42.33 | 0.17 | |
| O2MAGCategory=bottle2026.03 | 42.78 | 0.17 | |
| O2MAGCategory=metal nut2026.03 | 43.07 | 0.29 | |
| DFMGANCategory=metal nut2026.03 | 44.04 | 0.32 | |
| O2MAGCategory=carpet2026.03 | 45.1 | 0.29 | |
| O2MAGCategory=Average2026.03 | 45.55 | 0.3 | |
| O2MAGCategory=transistor2026.03 | 46.41 | 0.32 | |
| DFMGANCategory=toothbrush2026.03 | 46.49 | 0.18 | |
| SeaSCategory=hazelnut2026.03 | 46.96 | 0.31 | |
| AnoDiffCategory=grid2026.03 | 51.55 | 0.45 | |
| DualAnoCategory=wood2026.03 | 52.17 | 0.39 | |
| DualAnoCategory=carpet2026.03 | 56.8 | 0.27 | |
| DualAnoCategory=tile2026.03 | 57.95 | 0.49 | |
| DualAnoCategory=toothbrush2026.03 | 59.79 | 0.48 | |
| SeaSCategory=grid2026.03 | 60.85 | 0.41 | |
| DFMGANCategory=cable2026.03 | 61.68 | 0.25 | |
| DFMGANCategory=Average2026.03 | 62.85 | 0.2 | |
| DualAnoCategory=metal nut2026.03 | 63.6 | 0.33 | |
| DualAnoCategory=grid2026.03 | 64.13 | 0.44 | |
| AnoDiffCategory=pill2026.03 | 64.44 | 0.23 | |
| AnoDiffCategory=hazelnut2026.03 | 65.7 | 0.28 | |
| O2MAGCategory=zipper2026.03 | 65.84 | 0.25 | |
| DFMGANCategory=wood2026.03 | 68.13 | 0.35 | |
| DFMGANCategory=bottle2026.03 | 70.9 | 0.12 | |
| DualAnoCategory=capsule2026.03 | 72.82 | 0.32 | |
| AnoDiffCategory=wood2026.03 | 74.62 | 0.35 | |
| DFMGANCategory=leather2026.03 | 75.85 | 0.17 | |
| SeaSCategory=pill2026.03 | 77.7 | 0.31 | |
| DFMGANCategory=zipper2026.03 | 78.08 | 0.27 | |
| DFMGANCategory=tile2026.03 | 85.28 | 0.22 | |
| DualAnoCategory=cable2026.03 | 86.01 | 0.45 | |
| DFMGANCategory=transistor2026.03 | 88.31 | 0.25 | |
| AnoDiffCategory=cable2026.03 | 88.44 | 0.4 | |
| DualAnoDiff2025.07 | 96.82 | 0.36 | |
| DFMGANCategory=grid2026.03 | 101.04 | 0.13 | |
| AnoDiffCategory=metal nut2026.03 | 102.11 | 0.26 | |
| AnoDiffCategory=Average2026.03 | 102.67 | 0.29 | |
| SeaSCategory=toothbrush2026.03 | 103.66 | 0.31 | |
| DualAnoCategory=Average2026.03 | 103.87 | 0.38 | |
| AnoDiff2025.07 | 104.01 | 0.3 | |
| AnoGen2025.07 | 105.39 | 0.31 | |
| SeaSCategory=transistor2026.03 | 105.39 | 0.36 | |
| AnoDiffCategory=carpet2026.03 | 107.87 | 0.21 | |
| SeaSCategory=cable2026.03 | 108.62 | 0.43 | |
| AnoDiffCategory=capsule2026.03 | 111.3 | 0.18 | |
| O2MAGCategory=tile2026.03 | 114.94 | 0.46 | |
| SeaSCategory=metal nut2026.03 | 116.17 | 0.32 | |
| AnoDiffCategory=transistor2026.03 | 118.7 | 0.3 | |
| DualAnoCategory=transistor2026.03 | 119.12 | 0.32 | |
| DFMGANCategory=pill2026.03 | 123.52 | 0.16 | |
| SeaSCategory=Average2026.03 | 125.67 | 0.35 | |
| SeaS2025.07 | 126.59 | 0.35 | |
| SeaSCategory=carpet2026.03 | 127.62 | 0.26 | |
| SeaSCategory=wood2026.03 | 130.96 | 0.48 | |
| AnoDiffCategory=bottle2026.03 | 137.71 | 0.17 | |
| SeaSCategory=bottle2026.03 | 148.29 | 0.21 | |
| DualAnoCategory=bottle2026.03 | 151.09 | 0.31 | |
| DualAnoCategory=pill2026.03 | 153.44 | 0.41 | |
| AnoDiffCategory=zipper2026.03 | 162.58 | 0.24 | |
| O2MAGCategory=leather2026.03 | 168.22 | 0.34 | |
| SeaSCategory=tile2026.03 | 170.94 | 0.51 | |
| AnoDiffCategory=tile2026.03 | 181.28 | 0.48 | |
| SeaSCategory=capsule2026.03 | 183.11 | 0.29 | |
| SeaSCategory=leather2026.03 | 199.18 | 0.39 | |
| DualAnoCategory=leather2026.03 | 208.71 | 0.35 | |
| AnoDiffCategory=leather2026.03 | 221.43 | 0.39 | |
| SeaSCategory=zipper2026.03 | 271.11 | 0.3 | |
| DualAnoCategory=zipper2026.03 | 335.47 | 0.41 |