BMVC 19 - A Less Biased Evaluation of Out-of-distribution Sample Detectors -- Supplementary Material
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Sub ResultsAverage Results
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MethodD_sD_vD_tAccuracyMethod
Mean Test Accuracy
# Experiments
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1-NNSVMMNISTUniformNoiseNormalNoise1ODIN/VGG0.7866428571308
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1-NNSVMMNISTUniformNoiseFashionMNIST0.858ScoreSVM/VGG0.7716623377308
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1-NNSVMMNISTUniformNoiseNotMNIST0.988ODIN/Res0.7698733766308
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1-NNSVMMNISTUniformNoiseCIFAR100.985Log.SVM/VGG0.7467954545308
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1-NNSVMMNISTUniformNoiseCIFAR1000.979AEThre./BCE0.7443019481308
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1-NNSVMMNISTUniformNoiseSTL100.983MC-Dropout0.7347435065308
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1-NNSVMMNISTUniformNoiseTinyImagenet0.9761-NNSVM0.7337402597308
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1-NNSVMMNISTNormalNoiseUniformNoise12-NNSVM0.7294383117308
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1-NNSVMMNISTNormalNoiseFashionMNIST0.767DeepEns./VGG0.7284253247308
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1-NNSVMMNISTNormalNoiseNotMNIST0.9774-NNSVM0.7263733766308
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1-NNSVMMNISTNormalNoiseCIFAR100.966PbThresh/VGG0.7263409091308
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1-NNSVMMNISTNormalNoiseCIFAR1000.9588-NNSVM0.7262337662308
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1-NNSVMMNISTNormalNoiseSTL100.964-BNNSVM0.7209188312308
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1-NNSVMMNISTNormalNoiseTinyImagenet0.9528-BNNSVM0.7188506494308
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1-NNSVMMNISTFashionMNISTUniformNoise0.9862-BNNSVM0.7181915584308
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1-NNSVMMNISTFashionMNISTNormalNoise0.9861-BNNSVM0.7178506494308
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1-NNSVMMNISTFashionMNISTNotMNIST0.9821-MNNSVM0.7142597403308
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1-NNSVMMNISTFashionMNISTCIFAR100.9838-MNNSVM0.7130681818308
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1-NNSVMMNISTFashionMNISTCIFAR1000.9794-MNNSVM0.7125746753308
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1-NNSVMMNISTFashionMNISTSTL100.9822-MNNSVM0.711461039308
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1-NNSVMMNISTFashionMNISTTinyImagenet0.979AEThre./MSE0.706275974308
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1-NNSVMMNISTNotMNISTUniformNoise0.998PbThresh/Res0.7048149351308
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1-NNSVMMNISTNotMNISTNormalNoise0.998ScoreSVM/Res0.6987597403308
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1-NNSVMMNISTNotMNISTFashionMNIST0.916BinClass/Res0.6906493506308
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1-NNSVMMNISTNotMNISTCIFAR100.992Log.SVM/Res0.6897597403308
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1-NNSVMMNISTNotMNISTCIFAR1000.986BinClass/VGG0.6881201299308
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1-NNSVMMNISTNotMNISTSTL100.994-VNNSVM0.6653863636308
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1-NNSVMMNISTNotMNISTTinyImagenet0.9852-VNNSVM0.6599902597308
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1-NNSVMMNISTCIFAR10UniformNoise0.9998-VNNSVM0.6577792208308
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1-NNSVMMNISTCIFAR10NormalNoise0.999DeepEns./Res0.6568279221308
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1-NNSVMMNISTCIFAR10FashionMNIST0.8961-VNNSVM0.6515584416308
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1-NNSVMMNISTCIFAR10NotMNIST0.99OpenMax/VGG0.6230551948308
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1-NNSVMMNISTCIFAR10CIFAR1000.985PixelCNN++0.6074025974308
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1-NNSVMMNISTCIFAR10STL100.988OpenMax/Res0.5844512987308
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1-NNSVMMNISTCIFAR10TinyImagenet0.983
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1-NNSVMMNISTCIFAR100UniformNoise0.994
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1-NNSVMMNISTCIFAR100NormalNoise0.994
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1-NNSVMMNISTCIFAR100FashionMNIST0.934
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1-NNSVMMNISTCIFAR100NotMNIST0.989
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1-NNSVMMNISTCIFAR100CIFAR100.991
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1-NNSVMMNISTCIFAR100STL100.989
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1-NNSVMMNISTCIFAR100TinyImagenet0.985
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1-NNSVMMNISTSTL10UniformNoise0.998
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1-NNSVMMNISTSTL10NormalNoise0.998
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1-NNSVMMNISTSTL10FashionMNIST0.908
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1-NNSVMMNISTSTL10NotMNIST0.991
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1-NNSVMMNISTSTL10CIFAR100.991
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1-NNSVMMNISTSTL10CIFAR1000.986
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1-NNSVMMNISTSTL10TinyImagenet0.984
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1-NNSVMMNISTTinyImagenetUniformNoise0.995
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1-NNSVMMNISTTinyImagenetNormalNoise0.995
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1-NNSVMMNISTTinyImagenetFashionMNIST0.933
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1-NNSVMMNISTTinyImagenetNotMNIST0.99
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1-NNSVMMNISTTinyImagenetCIFAR100.991
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1-NNSVMMNISTTinyImagenetCIFAR1000.986
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1-NNSVMMNISTTinyImagenetSTL100.99
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2-NNSVMMNISTUniformNoiseNormalNoise1
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2-NNSVMMNISTUniformNoiseFashionMNIST0.822
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2-NNSVMMNISTUniformNoiseNotMNIST0.984
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2-NNSVMMNISTUniformNoiseCIFAR100.978
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2-NNSVMMNISTUniformNoiseCIFAR1000.971
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2-NNSVMMNISTUniformNoiseSTL100.975
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2-NNSVMMNISTUniformNoiseTinyImagenet0.966
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2-NNSVMMNISTNormalNoiseUniformNoise1
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2-NNSVMMNISTNormalNoiseFashionMNIST0.863
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2-NNSVMMNISTNormalNoiseNotMNIST0.988
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2-NNSVMMNISTNormalNoiseCIFAR100.986
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2-NNSVMMNISTNormalNoiseCIFAR1000.979
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2-NNSVMMNISTNormalNoiseSTL100.983
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2-NNSVMMNISTNormalNoiseTinyImagenet0.977
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2-NNSVMMNISTFashionMNISTUniformNoise0.975
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2-NNSVMMNISTFashionMNISTNormalNoise0.975
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2-NNSVMMNISTFashionMNISTNotMNIST0.972
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2-NNSVMMNISTFashionMNISTCIFAR100.973
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2-NNSVMMNISTFashionMNISTCIFAR1000.97
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2-NNSVMMNISTFashionMNISTSTL100.972
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2-NNSVMMNISTFashionMNISTTinyImagenet0.969
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2-NNSVMMNISTNotMNISTUniformNoise0.998
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2-NNSVMMNISTNotMNISTNormalNoise0.998
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2-NNSVMMNISTNotMNISTFashionMNIST0.913
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2-NNSVMMNISTNotMNISTCIFAR100.991
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2-NNSVMMNISTNotMNISTCIFAR1000.986
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2-NNSVMMNISTNotMNISTSTL100.99
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2-NNSVMMNISTNotMNISTTinyImagenet0.984
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2-NNSVMMNISTCIFAR10UniformNoise0.998
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2-NNSVMMNISTCIFAR10NormalNoise0.998
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2-NNSVMMNISTCIFAR10FashionMNIST0.909
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2-NNSVMMNISTCIFAR10NotMNIST0.991
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2-NNSVMMNISTCIFAR10CIFAR1000.985
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2-NNSVMMNISTCIFAR10STL100.989
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2-NNSVMMNISTCIFAR10TinyImagenet0.984
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2-NNSVMMNISTCIFAR100UniformNoise0.997
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2-NNSVMMNISTCIFAR100NormalNoise0.997
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2-NNSVMMNISTCIFAR100FashionMNIST0.922
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2-NNSVMMNISTCIFAR100NotMNIST0.991
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2-NNSVMMNISTCIFAR100CIFAR100.992
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2-NNSVMMNISTCIFAR100STL100.99
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2-NNSVMMNISTCIFAR100TinyImagenet0.985
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