Continual Multi-category Anomaly Detection on MVTec AD (test)
1BottleUCAD
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UCADinference_mode=task-agnostic2026.01 | 1 | 0.751 | 0.866 | 0.965 | 0.944 | 0.994 | 1 | 0.988 | 0.894 | 0.739 | 0.998 | 1 | 0.874 | 0.995 | 0.938 | 0.93 | 0.01 | |
| GCRinference_mode=task-agnostic2026.01 | 1 | 0.975 | 0.957 | 1 | 1 | 1 | 1 | 0.998 | 0.958 | 0.855 | 1 | 0.975 | 0.977 | 0.995 | 0.986 | 0.978 | 0 | |
| UniADinference_mode=task-agnostic2026.01 | 0.997 | 0.701 | 0.765 | 0.998 | 0.896 | 0.936 | 1 | 0.964 | 0.895 | 0.554 | 0.989 | 0.928 | 0.966 | 0.982 | 0.987 | 0.904 | 0.076 | |
| SimpleNetinference_mode=task-agnostic2026.01 | 0.938 | 0.56 | 0.519 | 0.736 | 0.592 | 0.859 | 0.749 | 0.71 | 0.701 | 0.599 | 0.654 | 0.422 | 0.669 | 0.908 | 0.996 | 0.708 | 0.211 | |
| PatchCoreinference_mode=task-agnostic2026.01 | 0.533 | 0.505 | 0.351 | 0.865 | 0.723 | 0.959 | 0.854 | 0.456 | 0.511 | 0.626 | 0.748 | 0.6 | 0.427 | 0.9 | 0.974 | 0.669 | 0.318 | |
| PaDiMinference_mode=task-agnostic2026.01 | 0.458 | 0.544 | 0.418 | 0.454 | 0.704 | 0.635 | 0.418 | 0.446 | 0.449 | 0.578 | 0.581 | 0.678 | 0.407 | 0.549 | 0.855 | 0.545 | 0.368 | |
| CFAinference_mode=task-agnostic2026.01 | 0.309 | 0.489 | 0.275 | 0.834 | 0.571 | 0.903 | 0.935 | 0.464 | 0.528 | 0.528 | 0.763 | 0.519 | 0.32 | 0.923 | 0.984 | 0.623 | 0.361 |