Out-of-Distribution Detection with Deep Nearest Neighbors

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Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-10KNN (ResNet-50)#6AUROC: 97.18FPR95: 11.56
out-of-distribution-detection-on-imagenet-1k-10KNN (ResNet-50 SupCon)#10AUROC: 94.45FPR95: 16.97
out-of-distribution-detection-on-imagenet-1k-3KNN (ResNet-50 SupCon)#14AUROC: 94.72FPR95: 30.83
out-of-distribution-detection-on-imagenet-1k-3KNN (ResNet-50)#20AUROC: 86.2FPR95: 59.08
out-of-distribution-detection-on-imagenet-1k-8KNN (ResNet-50 SupCon)#15FPR95: 48.91AUROC: 88.40
out-of-distribution-detection-on-imagenet-1k-8KNN (ResNet-50)#18FPR95: 69.53AUROC: 80.10
out-of-distribution-detection-on-imagenet-1k-9KNN (ResNet-50 SupCon)#16FPR95: 60.02AUROC: 84.62
out-of-distribution-detection-on-imagenet-1k-9KNN (ResNet-50)#21FPR95: 77.09AUROC: 74.87

Rank counts only results with a code link.