Paper | Code | ROC-AUC | Network | ModelName | ReleaseDate |
---|---|---|---|---|---|
Out-of-Distribution Detection Without Class Labels | 99.1 | ViT | PsudoLabels ViT | 2021-12-14 | |
SSD: A Unified Framework for Self-Supervised Outlier Detection | ✓ Link | 96.5 | ResNet-34 | SSD | 2021-03-22 |
Out-of-Distribution Detection Without Class Labels | 95.7 | ResNet-152 | PsudoLabels ResNet-152 | 2021-12-14 | |
Out-of-Distribution Detection Without Class Labels | 94.3 | ResNet-18 | PsudoLabels ResNet-18 | 2021-12-14 | |
Mean-Shifted Contrastive Loss for Anomaly Detection | ✓ Link | 92.6 | ResNet-152 | MeanShifted | 2021-06-07 |
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances | ✓ Link | 90.3 | ResNet-18 | CSI | 2020-07-16 |
Out-of-Distribution Detection Without Class Labels | 90.2 | ResNet-18 | SCAN Features | 2021-12-14 | |
Classification-Based Anomaly Detection for General Data | ✓ Link | 78.8 | ResNet-18 | GOAD | 2020-05-05 |