Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability

Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-10ODIN+UMAP (ResNet-50)#20AUROC: 88.35FPR95: 42.02
out-of-distribution-detection-on-imagenet-1k-12ODIN+UMAP (ResNet-50)#11FPR95: 40.94AUROC: 89.24
out-of-distribution-detection-on-imagenet-1k-3ODIN+UMAP (ResNet-50)#15AUROC: 94.71FPR95: 21.97
out-of-distribution-detection-on-imagenet-1k-8ODIN+UMAP (ResNet-50)#16FPR95: 49.69AUROC: 86.92
out-of-distribution-detection-on-imagenet-1k-9ODIN+UMAP (ResNet-50)#14FPR95: 50.06AUROC: 86.99