Anomaly Classification on MTD (test)
0.421NMIUniFormaly + AnomalyNCD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniFormaly + AnomalyNCDEvaluation Protocol=Semi-supervised, Framework=AnomalyNCD2024.10 | 0.421 | 0.322 | 60.9 | 72.9 | |
| UniFormaly + AnomalyNCDLearning setting=Semi-supervised, Input images=Unlabeled images and labeled normal images, Base Model AUPRO=0.8372024.10 | 0.421 | 0.322 | 60.9 | — | |
| ACEvaluation Protocol=Semi-supervised, Framework=Baseline2024.10 | 0.39 | 0.314 | 49 | 83.7 | |
| AC (Semi-supervised)Learning setting=Semi-supervised, Input images=Unlabeled images and labeled normal images2024.10 | 0.39 | 0.314 | 49 | — | |
| PatchCore + AnomalyNCDEvaluation Protocol=Semi-supervised, Framework=AnomalyNCD2024.10 | 0.38 | 0.39 | 61.7 | 74.1 | |
| PatchCore + AnomalyNCDLearning setting=Semi-supervised, Input images=Unlabeled images and labeled normal images, Base Model AUPRO=0.7292024.10 | 0.38 | 0.39 | 61.7 | — | |
| RD++ + AnomalyNCDEvaluation Protocol=Semi-supervised, Framework=AnomalyNCD2024.10 | 0.368 | 0.361 | 60 | 73.1 | |
| RD++ + AnomalyNCDLearning setting=Semi-supervised, Input images=Unlabeled images and labeled normal images, Base Model AUPRO=0.7412024.10 | 0.368 | 0.361 | 60 | — | |
| MuSc + AnomalyNCDLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.268 | 0.228 | 50.9 | — | |
| EfficientAD + AnomalyNCDEvaluation Protocol=Semi-supervised, Framework=AnomalyNCD2024.10 | 0.22 | 0.188 | 46.7 | 51.6 | |
| EfficientAD + AnomalyNCDLearning setting=Semi-supervised, Input images=Unlabeled images and labeled normal images, Base Model AUPRO=0.7312024.10 | 0.22 | 0.188 | 46.7 | — | |
| GCDLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.211 | 0.115 | 38.1 | — | |
| PNI + AnomalyNCDEvaluation Protocol=Semi-supervised, Framework=AnomalyNCD2024.10 | 0.181 | 0.219 | 46.5 | — | |
| PNI + AnomalyNCDLearning setting=Semi-supervised, Input images=Unlabeled images and labeled normal images, Base Model AUPRO=0.5162024.10 | 0.181 | 0.219 | 46.5 | — | |
| AC (Unsupervised)Learning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.179 | 0.12 | 34.6 | — | |
| AMENDLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.138 | 0.067 | 32.4 | — | |
| SimGCDLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.105 | 0.048 | 29.3 | — | |
| IICLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.064 | 0.02 | 25.2 | — | |
| SCANLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.041 | 0.029 | 28.2 | — | |
| UNOLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.034 | 0.011 | 22.1 | — | |
| GATClusterLearning setting=Unsupervised, Input images=Unlabeled images only2024.10 | 0.028 | 0.009 | 24.3 | — |