RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection

Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-10RankFeat (ResNetv2-101)#13AUROC: 91.7FPR95: 37.29
out-of-distribution-detection-on-imagenet-1k-12RankFeat (ResNetv2-101)#7FPR95: 36.8AUROC: 92.15
out-of-distribution-detection-on-imagenet-1k-3RankFeat (ResNetv2-101)#17AUROC: 91.91FPR95: 41.31
out-of-distribution-detection-on-imagenet-1k-8RankFeat (ResNetv2-101)#8FPR95: 29.27AUROC: 94.07
out-of-distribution-detection-on-imagenet-1k-9RankFeat (ResNetv2-101)#7FPR95: 39.34AUROC: 90.93