ResearchTasksMulti-Class Out-of-Distribution DetectionMulti-Class Out-of-Distribution DetectionFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedCIFAR-10 (in-distribution) vs Textures (out-of-distribution) (test)AHGC0.89FPR@9535May 26, 2026CIFAR-10 (in-distribution) vs Places365 (out-of-distribution) (test)Deep Abstaining Classifier0.22FPR@9514May 26, 2026CIFAR-10 OOD (test)Auxiliary Rotation Prediction16FPR@952Feb 26, 2026CIFAR-10 (in-distribution) vs Blobs (out-of-distribution) (test)Auxiliary Rotation Prediction2.3FPR@95%TPR2Feb 26, 2026CIFAR-10 in-distribution vs Rademacher out-of-distribution (test)Auxiliary Rotation Prediction1.1FPR@95%TPR2Feb 26, 2026
CIFAR-10 (in-distribution) vs Places365 (out-of-distribution) (test)Deep Abstaining Classifier0.22FPR@9514May 26, 2026
CIFAR-10 (in-distribution) vs Blobs (out-of-distribution) (test)Auxiliary Rotation Prediction2.3FPR@95%TPR2Feb 26, 2026
CIFAR-10 in-distribution vs Rademacher out-of-distribution (test)Auxiliary Rotation Prediction1.1FPR@95%TPR2Feb 26, 2026