Outlier Exposure with Confidence Control for Out-of-Distribution Detection

Benchmark Model Rank Results
out-of-distribution-detection-on-cifar-10ResNet 34 + OECC+GM#2AUROC: 99.7
out-of-distribution-detection-on-cifar-10-vsWide 40-2 + OECC#7AUROC: 94.9AUPR: 82.0
out-of-distribution-detection-on-cifar-100WRN 40-2 + OECC#2FPR95: 28.89
out-of-distribution-detection-on-cifar-100-vsWRN 40-2 + OECC#9AUROC: 78.7AUPR: 35.2
out-of-distribution-detection-on-cifar-100-vs-8OECC + MD#1AUROC: 98.7
out-of-distribution-detection-on-ms-1m-vs-ijbResNeXt 50 + OE#4AUROC: 52.6