Anomaly Detection on Metal nut
1AUC-ROC (Mean)GRD-Net
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GRD-NetTraining Epochs=2002026.03 | 1 | — | — | — | — | — | |
| PatchCorePre-trained Backbone=ResNet502026.03 | 0.997 | — | — | — | — | — | |
| DRÆMTraining Epochs=2002026.03 | 0.987 | — | — | — | — | — | |
| DevNetOpen-set setting=true2021.08 | 0.965 | 0.904 | 0.978 | 0.987 | 0.991 | — | |
| MINNSOpen-set setting=true2021.08 | 0.958 | 0.868 | 0.985 | 1 | 0.978 | — | |
| DRAtraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 0.945 | — | — | — | — | — | |
| DRAtraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 0.937 | — | — | — | — | — | |
| FLOSOpen-set setting=true2021.08 | 0.922 | 0.827 | 0.978 | 0.942 | 0.943 | — | |
| DMAIC-IADModality=Image2026.06 | 0.8724 | — | — | — | — | 0.9699 | |
| KDADOpen-set setting=true2021.08 | 0.734 | 0.798 | 0.754 | 0.646 | 0.737 | — | |
| KDADtraining_protocol=Unsupervised, known_anomaly_class=Mean2022.03 | 0.734 | — | — | — | — | — | |
| GANomalyTraining Epochs=2002026.03 | 0.7 | — | — | — | — | — | |
| DeepSADOpen-set setting=true2021.08 | 0.696 | 0.821 | 0.707 | 0.602 | 0.654 | — | |
| AutoEncoderModality=Image2026.06 | 0.541 | — | — | — | — | 0.6817 |