ViM: Out-Of-Distribution with Virtual-logit Matching

Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-1ViM (ViT-B/16)#2FPR95: 36.75AUROC: 92.55
out-of-distribution-detection-on-imagenet-1k-10ViM (BiT)#1AUROC: 98.92
out-of-distribution-detection-on-imagenet-1k-10ViM (ViT-B/16)#9AUROC: 95.34FPR95: 20.31
out-of-distribution-detection-on-imagenet-1k-10ViM (BiT-S-R101×1)#27FPR95: 4.69
out-of-distribution-detection-on-imagenet-1k-11ViM (ViT-B/16)#2AUROC: 97.61FPR95: 12.61
out-of-distribution-detection-on-imagenet-1k-3ViM (ViT-B/16)#4AUROC: 99.41FPR95: 2.60