DICE: Leveraging Sparsification for Out-of-Distribution Detection

Open paper
Benchmark Model Rank Results
out-of-distribution-detection-on-imagenet-1k-10DICE + ReAct (ResNet-50)#12AUROC: 92.74FPR95: 28.07
out-of-distribution-detection-on-imagenet-1k-10DICE (ResNet-50)#17AUROC: 90.3FPR95: 31.72
out-of-distribution-detection-on-imagenet-1k-12DICE + ReAct (ResNet-50)#6FPR95: 27.25AUROC: 93.4
out-of-distribution-detection-on-imagenet-1k-3DICE + ReAct (ResNet-50)#11AUROC: 96.24FPR95: 18.64
out-of-distribution-detection-on-imagenet-1k-8DICE + ReAct (ResNet-50)#5FPR95: 25.45AUROC: 93.94
out-of-distribution-detection-on-imagenet-1k-8DICE (ResNet-50)#9FPR95: 35.15AUROC: 90.83
out-of-distribution-detection-on-imagenet-1k-9DICE + ReAct (ResNet-50)#6FPR95: 36.86AUROC: 90.67
out-of-distribution-detection-on-imagenet-1k-9DICE (ResNet-50)#12FPR95: 46.49AUROC: 87.48

Rank counts only results with a code link.