Anomaly Detection On Anomaly Detection On 1

Network

ROC-AUC

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Network	ROC-AUC	Paper Title	Repository
CSI	ResNet-18	71.5	CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances
GOAD	ResNet-18	90.5	Classification-Based Anomaly Detection for General Data
PsudoLabels CLIP ViT	ViT	99.4	Out-of-Distribution Detection Without Class Labels	-
ROT+Trans	ResNet-18	74.5	Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty
DN2 CLIP ViT	ViT	93.8	Deep Nearest Neighbor Anomaly Detection	-

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