Mean-Shifted Contrastive Loss

Reported on 3 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.

Methodology3 results

Anomaly DetectiononOne-class CIFAR-100
AUROC· uses extra data· 2021-06-07
96.5
best: 98.4 (GeneralAD)
Mean-Shifted Contrastive Loss for Anomaly Detection arXiv:2106.03844
Anomaly DetectiononOne-class CIFAR-10
AUROC· uses extra data· 2021-06-07
98.6
best: 99.6 (CLIP (OE))
Mean-Shifted Contrastive Loss for Anomaly Detection arXiv:2106.03844
Anomaly DetectiononMVTec AD
Detection AUROC· 2021-06-07
87.2
best: 99.9 (GLASS)
Mean-Shifted Contrastive Loss for Anomaly Detection arXiv:2106.03844