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SotA/Computer Vision/Out-of-Distribution Detection

Out-of-Distribution Detection

83 benchmarks888 papers

Detect out-of-distribution or anomalous examples.

Benchmarks

Out-of-Distribution Detection on ImageNet-1k vs Textures

FPR95 AUROC Latency, ms

Out-of-Distribution Detection on ImageNet-1k vs Places

Out-of-Distribution Detection on ImageNet-1k vs iNaturalist

FPR95 AUROC Latency, ms

Out-of-Distribution Detection on ImageNet-1k vs SUN

Out-of-Distribution Detection on ImageNet-1k vs Curated OODs (avg.)

Out-of-Distribution Detection on CIFAR-100 vs CIFAR-10

Out-of-Distribution Detection on CIFAR-10 vs CIFAR-100

AUROC AUPR FPR95

Out-of-Distribution Detection on CIFAR-10

Out-of-Distribution Detection on ImageNet-1k vs OpenImage-O

AUROC FPR95 Latency, ms

Out-of-Distribution Detection on STL-10

Percentage correct

Out-of-Distribution Detection on CIFAR-100 vs SVHN

Out-of-Distribution Detection on ADE-OoD

Out-of-Distribution Detection on CIFAR-100

Out-of-Distribution Detection on ImageNet-1k vs NINCO

AUROC FPR@95 Latency, ms

Out-of-Distribution Detection on MS-1M vs. IJB-C

Out-of-Distribution Detection on ImageNet dogs vs ImageNet non-dogs

Out-of-Distribution Detection on ImageNet-1K vs ImageNet-O

Out-of-Distribution Detection on 20 Newsgroups

Out-of-Distribution Detection on CIFAR-10 vs Gaussian

Out-of-Distribution Detection on CIFAR-10 vs ImageNet (C)

Out-of-Distribution Detection on CIFAR-10 vs ImageNet (R)

Out-of-Distribution Detection on CIFAR-10 vs LSUN (C)

Out-of-Distribution Detection on CIFAR-10 vs LSUN (R)

Out-of-Distribution Detection on CIFAR-10 vs SVHN

Out-of-Distribution Detection on CIFAR-10 vs Uniform

Out-of-Distribution Detection on CIFAR-10 vs iSUN

Out-of-Distribution Detection on CIFAR-100 vs Gaussian

Out-of-Distribution Detection on CIFAR-100 vs ImageNet (C)

Out-of-Distribution Detection on CIFAR-100 vs ImageNet (R)

Out-of-Distribution Detection on CIFAR-100 vs LSUN (C)

Out-of-Distribution Detection on CIFAR-100 vs LSUN (R)

Out-of-Distribution Detection on CIFAR-100 vs Uniform

Out-of-Distribution Detection on CIFAR-100 vs iSUN

Out-of-Distribution Detection on Far-OOD

AUROC FPR@95 ID ACC

Out-of-Distribution Detection on Fashion-MNIST

Out-of-Distribution Detection on Near-OOD

AUROC FPR@95 ID ACC

Out-of-Distribution Detection on SVHN vs CIFAR-10

Out-of-Distribution Detection on SVHN vs CIFAR-100

Out-of-Distribution Detection on SVHN vs Gaussian

Out-of-Distribution Detection on SVHN vs ImageNet (C)

Out-of-Distribution Detection on SVHN vs ImageNet (R)

Out-of-Distribution Detection on SVHN vs LSUN (C)

Out-of-Distribution Detection on SVHN vs LSUN (R)

Out-of-Distribution Detection on SVHN vs Uniform

Out-of-Distribution Detection on SVHN vs iSUN

Out-of-Distribution Detection on CIFAR-10 vs CIFAR-10.1

Out-of-Distribution Detection on CIFAR10

Out-of-Distribution Detection on ImageNet-1K vs ImageNet-C

AUROC FPR95 Latency, ms

Out-of-Distribution Detection on ImageNet-1K vs SSB-hard

AUROC FPR95 Latency, ms

Out-of-Distribution Detection on SST

Out-of-Distribution Detection on TREC-NEWS

Out-of-Distribution Detection on cifar10

Out-of-Distribution Detection on cifar100