Exploring the Limits of Out-of-Distribution Detection

Benchmark Model Rank Results
out-of-distribution-detection-on-cifar-10-vs-cifar-100R+ViT finetuned on CIFAR-10#1AUROC: 98.52AUPR: 97.75
out-of-distribution-detection-on-cifar-10-vs-cifar-100ViT finetuned on CIFAR-10#2AUROC: 98.42AUPR: 97.68
out-of-distribution-detection-on-cifar-10-vs-cifar-100MLP-Mixer finetuned on CIFAR-10#3AUROC: 97.85AUPR: 96.28
out-of-distribution-detection-on-cifar-100-vs-cifar-10Ensemble of ViTs#1AUROC: 98.11
out-of-distribution-detection-on-cifar-100-vs-cifar-10ViT-L_16 finetuned on CIFAR-100#2AUROC: 97.98
out-of-distribution-detection-on-cifar-100-vs-cifar-10R50+ViT_B-16 finetuned on CIFAR-100#3AUROC: 96.23AUPR: 92.08
out-of-distribution-detection-on-cifar-100-vs-cifar-10ViT_B-16 finetuned on CIFAR-100#4AUROC: 95.53AUPR: 91.89
out-of-distribution-detection-on-cifar-100-vs-cifar-10MLP-Mixer_B-16 finetuned on CIFAR-100#5AUROC: 95.31AUPR: 90.22
out-of-distribution-detection-on-cifar-100-vs-cifar-10CLIP using class name words describing the two distributions#6AUROC: 94.68