Table 2 Image-level auroc anomaly detection comparative results (%).
From: A swin transformer-based hybrid reconstruction discriminative network for image anomaly detection
Class | RIAD | InTra | CutPast | NSA | DRAEM | SRDAD | |
|---|---|---|---|---|---|---|---|
Texture | Carpet | 84.2 | 98.8 | 93.1 | 95.6 | 97 | 98.9 |
Grid | 99.6 | 100 | 99.9 | 99.9 | 99.9 | 100 | |
Leather | 100 | 100 | 100 | 99.9 | 100 | 100 | |
Tile | 98.7 | 98.2 | 93.4 | 100 | 99.6 | 99.4 | |
Wood | 93 | 97.5 | 98.6 | 97.5 | 99.1 | 99.7 | |
Average | 95.1 | 98.9 | 97 | 98.6 | 99.1 | 99.6 | |
Object | Bottle | 99.9 | 100 | 98.3 | 97.7 | 99.2 | 100 |
Cable | 81.9 | 70.3 | 80.6 | 94.5 | 91.8 | 91.4 | |
Capsule | 88.4 | 86.5 | 96.2 | 95.2 | 98.5 | 98.4 | |
Hazelnut | 83.3 | 95.7 | 97.3 | 94.7 | 100 | 100 | |
Metalnut | 88.5 | 96.9 | 99.3 | 98.7 | 98.7 | 100 | |
Pill | 83.8 | 90.2 | 92.4 | 99.2 | 98.9 | 97.4 | |
Screw | 84.5 | 95.7 | 86.3 | 90.2 | 93.9 | 98.6 | |
Toothbrush | 100 | 100 | 98.3 | 100 | 100 | 100 | |
Transistor | 90.9 | 95.8 | 95.5 | 95.1 | 93.1 | 96.3 | |
Zipper | 98.1 | 99.4 | 99.4 | 99.8 | 100 | 100 | |
Average | 89.9 | 93 | 94.3 | 96.5 | 97.4 | 98.2 | |
Average All | 91.7 | 95.0 | 95.2 | 97.2 | 98.0 | 98.6 | |
