IGD (pre-trained SSL)

Reported on 4 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

Anomaly DetectiononFashion-MNIST
ROC AUC· 2021-01-25
94.41
best: 98.6 (GAN based Anomaly Detection in Imbalance Problems)
Deep One-Class Classification via Interpolated Gaussian Descriptor arXiv:2101.10043
Anomaly DetectiononOne-class CIFAR-10
AUROC· 2021-01-25
91.25
best: 99.6 (CLIP (OE))
Deep One-Class Classification via Interpolated Gaussian Descriptor arXiv:2101.10043
Anomaly DetectiononMVTec AD
Detection AUROC· 2021-01-25
93.4
best: 99.9 (GLASS)
Deep One-Class Classification via Interpolated Gaussian Descriptor arXiv:2101.10043
Anomaly DetectiononMVTec AD
Segmentation AUROC· 2021-01-25
93
best: 99.7 (WeakREST-Block)
Deep One-Class Classification via Interpolated Gaussian Descriptor arXiv:2101.10043