Anomaly Detection on CIFAR100-C Gaussian noise (test)
0.877AUCACR-DSVDD
Evaluation Results
| Method | Links | |
|---|---|---|
| ACR-DSVDDAnomaly Ratio=1%2023.02 | 0.877 | |
| ACR-DSVDDAnomaly Ratio=5%2023.02 | 0.863 | |
| ACR-BCEAnomaly Ratio=5%2023.02 | 0.86 | |
| ACR-BCEAnomaly Ratio=10%2023.02 | 0.86 | |
| ACR-DSVDDAnomaly Ratio=10%2023.02 | 0.859 | |
| ACR-BCEAnomaly Ratio=20%2023.02 | 0.857 | |
| ACR-DSVDDAnomaly Ratio=20%2023.02 | 0.856 | |
| ACR-BCEAnomaly Ratio=1%2023.02 | 0.843 | |
| CLIP-ADAnomaly Ratio=5%2023.02 | 0.826 | |
| CLIP-ADAnomaly Ratio=20%2023.02 | 0.826 | |
| CLIP-ADAnomaly Ratio=1%2023.02 | 0.823 | |
| CLIP-ADAnomaly Ratio=10%2023.02 | 0.823 | |
| ResNet152-IAnomaly Ratio=1%2023.02 | 0.756 | |
| ResNet152-IAnomaly Ratio=5%2023.02 | 0.732 | |
| ResNet152-IAnomaly Ratio=10%2023.02 | 0.732 | |
| ResNet152-IAnomaly Ratio=20%2023.02 | 0.699 | |
| ResNet152-IIAnomaly Ratio=1%2023.02 | 0.625 | |
| ResNet152-IIAnomaly Ratio=5%2023.02 | 0.618 | |
| ResNet152-IIAnomaly Ratio=10%2023.02 | 0.612 | |
| ResNet152-IIAnomaly Ratio=20%2023.02 | 0.602 | |
| OC-MAMLAnomaly Ratio=20%2023.02 | 0.571 | |
| OC-MAMLAnomaly Ratio=10%2023.02 | 0.558 | |
| OC-MAMLAnomaly Ratio=5%2023.02 | 0.541 | |
| OC-MAMLAnomaly Ratio=1%2023.02 | 0.53 | |
| ADIBAnomaly Ratio=1%2023.02 | 0.509 | |
| ADIBAnomaly Ratio=10%2023.02 | 0.506 | |
| ADIBAnomaly Ratio=5%2023.02 | 0.505 | |
| ADIBAnomaly Ratio=20%2023.02 | 0.502 |