Anomaly Detection On Anomaly Detection On 2

Network

ROC-AUC

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Network	ROC-AUC	Paper Title	Repository
GOAD	ResNet-18	92.8	Classification-Based Anomaly Detection for General Data
CSI	ResNet-18	94.7	CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances
PsudoLabels CLIP ViT	ViT	98.3	Out-of-Distribution Detection Without Class Labels	-
ROT+Trans	ResNet-18	86.3	Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty
DN2 CLIP ViT	ViT	93.2	Deep Nearest Neighbor Anomaly Detection	-

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