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Out Of Distribution Detection

Benchmark List

All benchmarks related to this task

Best model: 2-Layered GRU

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Best model: RbA

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Best model: Wide ResNet 40x2

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cifar-10-vs-cifar-100

Best model: Wide 40-2 + OECC

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cifar-10-vs-cifar-10-1

Best model: ERD (ResNet18)

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Best model: Wide ResNet 40x2

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cifar-100-vs-cifar-10

Best model: WRN 40-2 + OECC

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cifar-100-vs-isun

Best model: DenseNet-BC-100

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cifar-100-vs-lsun-r

Best model: DenseNet-BC-100

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cifar-100-vs-imagenet-r

Best model: DenseNet-BC-100

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cifar-100-vs-svhn

Best model: OECC + MD

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Best model: Wide ResNet 40x2

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Best model: Wide Resnet 40x2

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Best model: ISH (ResNet50)

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Best model: PAE

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imagenet-dogs-vs-imagenet-non-dogs

Best model: ResNet34 + FSSD

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imagenet-1k-vs-imagenet-o

Best model: NNGuide-ViM (ViT-B/16)

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imagenet-1k-vs-textures

Best model: ViM (BiT-S-R101×1)

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imagenet-k-vs-openimage-o

Best model: NNGuide (RegNet)

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imagenet-1k-vs-curated-oods-avg

Best model: NNGuide (RegNet)

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imagenet-1k-vs-ninco

Best model: Forte

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imagenet-1k-vs-inaturalist-1

Best model: NNGuide (RegNet)

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imagenet-1k-vs-sun

Best model: LINe (ResNet50)

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imagenet-1k-vs-places

Best model: BATS (ResNet-50)

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Best model: ResNeXt50 + FSSD

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Best model: Mixup (Gaussian)

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cifar-10-vs-svhn

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cifar-10-vs-lsun-c

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cifar-10-vs-isun

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cifar-10-vs-imagenet-r

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cifar-10-vs-imagenet-c

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cifar-10-vs-uniform

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cifar-10-vs-gaussian

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cifar-10-vs-lsun-r

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cifar-100-vs-lsun-c

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cifar-100-vs-imagenet-c

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cifar-100-vs-uniform

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cifar-100-vs-gaussian

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imagenet-1k-vs-imagenet-c

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imagenet-1k-vs-ssb-hard

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svhn-vs-imagenet-r

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svhn-vs-imagenet-c

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svhn-vs-uniform

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svhn-vs-gaussian

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svhn-vs-cifar-10

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svhn-vs-cifar-100

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