Extremely Simple Activation Shaping for Out-of-Distribution Detection

Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-10ASH-S (ResNet-50)#4AUROC: 97.6FPR95: 11.93
out-of-distribution-detection-on-imagenet-1k-12ASH-S (ResNet-50)#5FPR95: 22.8AUROC: 95.12
out-of-distribution-detection-on-imagenet-1k-3ASH-S (ResNet-50)#7AUROC: 97.87FPR95: 11.49
out-of-distribution-detection-on-imagenet-1k-8ASH-S (ResNet-50)#6FPR95: 27.98AUROC: 94.02
out-of-distribution-detection-on-imagenet-1k-9ASH-S (ResNet-50)#8FPR95: 39.78AUROC: 90.98