Out-of-Distribution Detection Without Class Labels

Benchmark Model Rank Results
anomaly-detection-on-anomaly-detection-onPsudoLabels ResNet-152ROC-AUC: 95.7Network: ResNet-152
anomaly-detection-on-anomaly-detection-onPsudoLabels ResNet-18ROC-AUC: 94.3Network: ResNet-18
anomaly-detection-on-anomaly-detection-onPsudoLabels ViTROC-AUC: 99.1Network: ViT
anomaly-detection-on-anomaly-detection-onSCAN FeaturesROC-AUC: 90.2Network: ResNet-18
anomaly-detection-on-anomaly-detection-on-1PsudoLabels CLIP ViTROC-AUC: 99.4Network: ViT
anomaly-detection-on-anomaly-detection-on-2PsudoLabels CLIP ViTROC-AUC: 98.3Network: ViT
anomaly-detection-on-unlabeled-cifar-10-vsPsudoLabels ResNet-152AUROC: 93.3Network: ResNet-152
anomaly-detection-on-unlabeled-cifar-10-vsPsudoLabels ResNet-18AUROC: 90.8Network: ResNet-18
anomaly-detection-on-unlabeled-cifar-10-vsPsudoLabels ViTAUROC: 96.7Network: ViT
anomaly-detection-on-unlabeled-cifar-10-vsSCAN FeaturesAUROC: 90.2Network: ResNet-18