Index

_

__call__() (pytorch_ood.augment.img.InsertCOCO method)

A

alpha (pytorch_ood.detector.MultiMahalanobis attribute) (pytorch_ood.detector.ViM attribute)

append() (pytorch_ood.utils.TensorBuffer method) ASH (class in pytorch_ood.detector) aurra() (in module pytorch_ood.utils.metrics)

B

BackgroundClassLoss (class in pytorch_ood.loss)

Benchmark (class in pytorch_ood.benchmark)

C

CACLoss (class in pytorch_ood.loss) calc_openness() (in module pytorch_ood.utils) calibration_error() (in module pytorch_ood.utils.metrics) center (pytorch_ood.loss.DeepSVDDLoss property) CenterLoss (class in pytorch_ood.loss) centers (pytorch_ood.loss.CACLoss property) (pytorch_ood.loss.CenterLoss property) (pytorch_ood.loss.IILoss property) (pytorch_ood.loss.MCHADLoss property) (pytorch_ood.model.RunningCenters property) Chars74k (class in pytorch_ood.dataset.img) CIFAR100_ODIN (class in pytorch_ood.benchmark) CIFAR100_OpenOOD (class in pytorch_ood.benchmark) CIFAR100C (class in pytorch_ood.dataset.img) CIFAR100GAN (class in pytorch_ood.dataset.img)

CIFAR10_ODIN (class in pytorch_ood.benchmark) CIFAR10_OpenOOD (class in pytorch_ood.benchmark) CIFAR10C (class in pytorch_ood.dataset.img) ClassCenters (class in pytorch_ood.model) classes (pytorch_ood.dataset.img.StreetHazards attribute) clear() (pytorch_ood.utils.TensorBuffer method) compute() (pytorch_ood.utils.OODMetrics method) ConfidenceLoss (class in pytorch_ood.loss) contains_known() (in module pytorch_ood.utils) contains_known_and_unknown() (in module pytorch_ood.utils) contains_unknown() (in module pytorch_ood.utils) cov (pytorch_ood.detector.Mahalanobis attribute) (pytorch_ood.detector.MultiMahalanobis attribute) (pytorch_ood.detector.RMD attribute) criterion (pytorch_ood.detector.ODIN attribute) CrossEntropyLoss (class in pytorch_ood.loss)

D

DeepSVDDLoss (class in pytorch_ood.loss) Detector (class in pytorch_ood.api) device (pytorch_ood.api.Detector property) (pytorch_ood.detector.ASH property) (pytorch_ood.detector.DICE property) (pytorch_ood.detector.EnergyBased property) (pytorch_ood.detector.Entropy property) (pytorch_ood.detector.fDBD property) (pytorch_ood.detector.GEN property) (pytorch_ood.detector.GMM property) (pytorch_ood.detector.GradNorm property) (pytorch_ood.detector.GradNormKL property) (pytorch_ood.detector.Gram property) (pytorch_ood.detector.KLMatching property) (pytorch_ood.detector.KNN property) (pytorch_ood.detector.Mahalanobis property) (pytorch_ood.detector.MaxLogit property) (pytorch_ood.detector.MaxSoftmax property) (pytorch_ood.detector.MCD property) (pytorch_ood.detector.MultiMahalanobis property) (pytorch_ood.detector.NACUE property) (pytorch_ood.detector.NCI property) (pytorch_ood.detector.ODIN property) (pytorch_ood.detector.OpenMax property) (pytorch_ood.detector.RankFeat property) (pytorch_ood.detector.ReAct property) (pytorch_ood.detector.RMD property) (pytorch_ood.detector.SHE property) (pytorch_ood.detector.TemperatureScaling property) (pytorch_ood.detector.ViM property) (pytorch_ood.detector.VRA property) (pytorch_ood.detector.WeightedEBO property)

DICE (class in pytorch_ood.detector) distance() (pytorch_ood.loss.CACLoss method) (pytorch_ood.loss.DeepSVDDLoss method) (pytorch_ood.loss.IILoss method) (pytorch_ood.loss.MCHADLoss method) dists (pytorch_ood.detector.KLMatching attribute) DynamicOSS (class in pytorch_ood.dataset.ossim)

E

EnergyBased (class in pytorch_ood.detector) EnergyMarginLoss (class in pytorch_ood.loss) EnergyRegularizedLoss (class in pytorch_ood.loss) EntropicOpenSetLoss (class in pytorch_ood.loss) Entropy (class in pytorch_ood.detector)

eps (pytorch_ood.detector.Mahalanobis attribute) (pytorch_ood.detector.ODIN attribute) (pytorch_ood.detector.RMD attribute) evaluate() (pytorch_ood.benchmark.Benchmark method) extract_features() (in module pytorch_ood.utils)

F

fDBD (class in pytorch_ood.detector) feature_list() (pytorch_ood.model.WideResNet method) FeatureMapsDetector (class in pytorch_ood.api) features() (pytorch_ood.model.GRUClassifier method) (pytorch_ood.model.WideResNet method) FeaturesDetector (class in pytorch_ood.api) FeatureVisDataset (class in pytorch_ood.dataset.img) FishyScapes (class in pytorch_ood.dataset.img) fit() (pytorch_ood.api.Detector method) (pytorch_ood.api.LogitsDetector method) (pytorch_ood.detector.DICE method) (pytorch_ood.detector.fDBD method) (pytorch_ood.detector.GMM method) (pytorch_ood.detector.Gram method) (pytorch_ood.detector.KLMatching method) (pytorch_ood.detector.KNN method) (pytorch_ood.detector.Mahalanobis method) (pytorch_ood.detector.MultiMahalanobis method) (pytorch_ood.detector.NACUE method) (pytorch_ood.detector.NCI method) (pytorch_ood.detector.NNGuide method) (pytorch_ood.detector.OpenMax method) (pytorch_ood.detector.RMD method) (pytorch_ood.detector.SHE method) (pytorch_ood.detector.TemperatureScaling method) (pytorch_ood.detector.ViM method) (pytorch_ood.detector.VRA method) fit_feature_maps() (pytorch_ood.api.FeatureMapsDetector method) (pytorch_ood.detector.ASH method) (pytorch_ood.detector.RankFeat method) (pytorch_ood.detector.ReAct method) (pytorch_ood.detector.VRA method) fit_features() (pytorch_ood.api.FeaturesDetector method) (pytorch_ood.detector.DICE method) (pytorch_ood.detector.fDBD method) (pytorch_ood.detector.GMM method) (pytorch_ood.detector.KNN method) (pytorch_ood.detector.Mahalanobis method) (pytorch_ood.detector.NCI method) (pytorch_ood.detector.NNGuide method) (pytorch_ood.detector.RMD method) (pytorch_ood.detector.SHE method) (pytorch_ood.detector.ViM method)

fit_logits() (pytorch_ood.api.LogitsDetector method) (pytorch_ood.detector.KLMatching method) (pytorch_ood.detector.OpenMax method) (pytorch_ood.detector.TemperatureScaling method) fit_structured() (pytorch_ood.api.StructuredDetector method) (pytorch_ood.detector.Gram method) (pytorch_ood.detector.MultiMahalanobis method) fix_random_seed() (in module pytorch_ood.utils) FoolingImages (class in pytorch_ood.dataset.img) forward() (pytorch_ood.loss.BackgroundClassLoss method) (pytorch_ood.loss.CACLoss method) (pytorch_ood.loss.CenterLoss method) (pytorch_ood.loss.ConfidenceLoss method) (pytorch_ood.loss.CrossEntropyLoss method) (pytorch_ood.loss.DeepSVDDLoss method) (pytorch_ood.loss.EnergyMarginLoss method) (pytorch_ood.loss.EnergyRegularizedLoss method) (pytorch_ood.loss.EntropicOpenSetLoss method) (pytorch_ood.loss.IILoss method) (pytorch_ood.loss.LogitNorm method) (pytorch_ood.loss.MCHADLoss method) (pytorch_ood.loss.ObjectosphereLoss method) (pytorch_ood.loss.OutlierExposureLoss method) (pytorch_ood.loss.VirtualOutlierSynthesizingRegLoss method) (pytorch_ood.loss.VOSRegLoss method) (pytorch_ood.model.ClassCenters method) (pytorch_ood.model.GRUClassifier method) (pytorch_ood.model.RunningCenters method) (pytorch_ood.model.WideResNet method) FractalDataset (class in pytorch_ood.dataset.img) FSDD (class in pytorch_ood.dataset.audio)

G

gamma (pytorch_ood.detector.GEN attribute) GaussianNoise (class in pytorch_ood.dataset.img) GEN (class in pytorch_ood.detector) get() (pytorch_ood.utils.TensorBuffer method) get_targets() (pytorch_ood.dataset.ossim.DynamicOSS static method)

GMM (class in pytorch_ood.detector) GradNorm (class in pytorch_ood.detector) GradNormKL (class in pytorch_ood.detector) Gram (class in pytorch_ood.detector) GRUClassifier (class in pytorch_ood.model)

I

IILoss (class in pytorch_ood.loss) ImageNet_OpenOOD (class in pytorch_ood.benchmark) ImageNetA (class in pytorch_ood.dataset.img) ImageNetC (class in pytorch_ood.dataset.img) ImageNetES (class in pytorch_ood.dataset.img) ImageNetO (class in pytorch_ood.dataset.img)

ImageNetR (class in pytorch_ood.dataset.img) ImageNetV2 (class in pytorch_ood.dataset.img) iNaturalist (class in pytorch_ood.dataset.img) InsertCOCO (class in pytorch_ood.augment.img) is_empty() (pytorch_ood.utils.TensorBuffer method) is_known() (in module pytorch_ood.utils) is_unknown() (in module pytorch_ood.utils)

K

keys() (pytorch_ood.utils.TensorBuffer method) kkc (pytorch_ood.dataset.ossim.DynamicOSS property)

KLMatching (class in pytorch_ood.detector) KNN (class in pytorch_ood.detector) kuc (pytorch_ood.dataset.ossim.DynamicOSS property)

L

LogitNorm (class in pytorch_ood.loss) LogitsDetector (class in pytorch_ood.api)

LostAndFound (class in pytorch_ood.dataset.img) LSUNCrop (class in pytorch_ood.dataset.img) LSUNResize (class in pytorch_ood.dataset.img)

M

Mahalanobis (class in pytorch_ood.detector) MaxLogit (class in pytorch_ood.detector) MaxSoftmax (class in pytorch_ood.detector) MCD (class in pytorch_ood.detector) MCHADLoss (class in pytorch_ood.loss) MNISTC (class in pytorch_ood.dataset.img) module pytorch_ood.augment pytorch_ood.augment.img pytorch_ood.benchmark pytorch_ood.dataset.audio pytorch_ood.dataset.img pytorch_ood.dataset.ossim pytorch_ood.dataset.txt pytorch_ood.detector pytorch_ood.detector.ash pytorch_ood.detector.dice pytorch_ood.detector.energy pytorch_ood.detector.entropy pytorch_ood.detector.fdbd pytorch_ood.detector.gen pytorch_ood.detector.gmm pytorch_ood.detector.gradnorm pytorch_ood.detector.gradnormkl pytorch_ood.detector.gram pytorch_ood.detector.klmatching pytorch_ood.detector.knn pytorch_ood.detector.mahalanobis pytorch_ood.detector.maxlogit pytorch_ood.detector.mcd pytorch_ood.detector.mmahalanobis pytorch_ood.detector.nac pytorch_ood.detector.nci pytorch_ood.detector.nnguide pytorch_ood.detector.odin pytorch_ood.detector.openmax pytorch_ood.detector.rankfeat pytorch_ood.detector.react pytorch_ood.detector.rmd pytorch_ood.detector.she pytorch_ood.detector.softmax pytorch_ood.detector.tscaling pytorch_ood.detector.vim pytorch_ood.detector.vra pytorch_ood.detector.webo pytorch_ood.loss pytorch_ood.model pytorch_ood.utils pytorch_ood.utils.metrics pytorch_ood.utils.transforms

mu (pytorch_ood.detector.Mahalanobis attribute) (pytorch_ood.detector.MultiMahalanobis attribute) (pytorch_ood.detector.RMD attribute) Multi30k (class in pytorch_ood.dataset.txt) MultiMahalanobis (class in pytorch_ood.detector) MVTechAD (class in pytorch_ood.dataset.img)

N

n_classes (pytorch_ood.detector.Mahalanobis property) (pytorch_ood.detector.MultiMahalanobis property) (pytorch_ood.detector.RMD property) n_samples (pytorch_ood.detector.MCD attribute) NACUE (class in pytorch_ood.detector)

NCI (class in pytorch_ood.detector) NewsGroup20 (class in pytorch_ood.dataset.txt) NINCO (class in pytorch_ood.dataset.img) NNGuide (class in pytorch_ood.detector) norm_std_for() (pytorch_ood.model.WideResNet static method)

O

ObjectosphereLoss (class in pytorch_ood.loss) ODIN (class in pytorch_ood.detector) odin_preprocessing() (in module pytorch_ood.detector) ood_names (pytorch_ood.benchmark.CIFAR100_ODIN attribute) (pytorch_ood.benchmark.CIFAR100_OpenOOD attribute) (pytorch_ood.benchmark.CIFAR10_ODIN attribute) (pytorch_ood.benchmark.CIFAR10_OpenOOD attribute) (pytorch_ood.benchmark.ImageNet_OpenOOD attribute)

OODMetrics (class in pytorch_ood.utils) OpenImagesO (class in pytorch_ood.dataset.img) OpenMax (class in pytorch_ood.detector) OutlierExposureLoss (class in pytorch_ood.loss)

P

params (pytorch_ood.model.ClassCenters property) PixMixDataset (class in pytorch_ood.augment.img) Places365 (class in pytorch_ood.dataset.img) precision (pytorch_ood.detector.Mahalanobis attribute) (pytorch_ood.detector.MultiMahalanobis attribute) (pytorch_ood.detector.RMD attribute) predict() (pytorch_ood.api.Detector method) (pytorch_ood.api.LogitsDetector method) (pytorch_ood.detector.ASH method) (pytorch_ood.detector.DICE method) (pytorch_ood.detector.EnergyBased method) (pytorch_ood.detector.Entropy method) (pytorch_ood.detector.fDBD method) (pytorch_ood.detector.GEN method) (pytorch_ood.detector.GMM method) (pytorch_ood.detector.GradNorm method) (pytorch_ood.detector.GradNormKL method) (pytorch_ood.detector.Gram method) (pytorch_ood.detector.KLMatching method) (pytorch_ood.detector.KNN method) (pytorch_ood.detector.Mahalanobis method) (pytorch_ood.detector.MaxLogit method) (pytorch_ood.detector.MaxSoftmax method) (pytorch_ood.detector.MCD method) (pytorch_ood.detector.MultiMahalanobis method) (pytorch_ood.detector.NACUE method) (pytorch_ood.detector.NCI method) (pytorch_ood.detector.NNGuide method) (pytorch_ood.detector.ODIN method) (pytorch_ood.detector.OpenMax method) (pytorch_ood.detector.RankFeat method) (pytorch_ood.detector.ReAct method) (pytorch_ood.detector.RMD method) (pytorch_ood.detector.SHE method) (pytorch_ood.detector.TemperatureScaling method) (pytorch_ood.detector.ViM method) (pytorch_ood.detector.VRA method) (pytorch_ood.detector.WeightedEBO method) (pytorch_ood.loss.IILoss method) (pytorch_ood.model.ClassCenters method) predict_feature_maps() (pytorch_ood.api.FeatureMapsDetector method) (pytorch_ood.detector.ASH method) (pytorch_ood.detector.RankFeat method) (pytorch_ood.detector.ReAct method) (pytorch_ood.detector.VRA method) predict_features() (pytorch_ood.api.FeaturesDetector method) (pytorch_ood.detector.DICE method) (pytorch_ood.detector.fDBD method) (pytorch_ood.detector.GMM method) (pytorch_ood.detector.KNN method) (pytorch_ood.detector.Mahalanobis method) (pytorch_ood.detector.NCI method) (pytorch_ood.detector.NNGuide method) (pytorch_ood.detector.SHE method) (pytorch_ood.detector.ViM method) predict_logits() (pytorch_ood.api.LogitsDetector method) (pytorch_ood.detector.EnergyBased method) (pytorch_ood.detector.Entropy method) (pytorch_ood.detector.GEN method) (pytorch_ood.detector.KLMatching method) (pytorch_ood.detector.MaxLogit method) (pytorch_ood.detector.MaxSoftmax method) (pytorch_ood.detector.OpenMax method) (pytorch_ood.detector.TemperatureScaling method) (pytorch_ood.detector.WeightedEBO method) predict_structured() (pytorch_ood.api.StructuredDetector method) (pytorch_ood.detector.Gram method) (pytorch_ood.detector.MultiMahalanobis method) pytorch_ood.augment module pytorch_ood.augment.img module pytorch_ood.benchmark module pytorch_ood.dataset.audio module pytorch_ood.dataset.img module

pytorch_ood.dataset.ossim module pytorch_ood.dataset.txt module pytorch_ood.detector module pytorch_ood.detector.ash module pytorch_ood.detector.dice module pytorch_ood.detector.energy module pytorch_ood.detector.entropy module pytorch_ood.detector.fdbd module pytorch_ood.detector.gen module pytorch_ood.detector.gmm module pytorch_ood.detector.gradnorm module pytorch_ood.detector.gradnormkl module pytorch_ood.detector.gram module pytorch_ood.detector.klmatching module pytorch_ood.detector.knn module pytorch_ood.detector.mahalanobis module pytorch_ood.detector.maxlogit module pytorch_ood.detector.mcd module pytorch_ood.detector.mmahalanobis module pytorch_ood.detector.nac module pytorch_ood.detector.nci module pytorch_ood.detector.nnguide module pytorch_ood.detector.odin module pytorch_ood.detector.openmax module pytorch_ood.detector.rankfeat module pytorch_ood.detector.react module pytorch_ood.detector.rmd module pytorch_ood.detector.she module pytorch_ood.detector.softmax module pytorch_ood.detector.tscaling module pytorch_ood.detector.vim module pytorch_ood.detector.vra module pytorch_ood.detector.webo module pytorch_ood.loss module pytorch_ood.model module pytorch_ood.utils module pytorch_ood.utils.metrics module pytorch_ood.utils.transforms module

R

radius (pytorch_ood.loss.DeepSVDDLoss attribute) RankFeat (class in pytorch_ood.detector) ReAct (class in pytorch_ood.detector) requires_fit (pytorch_ood.api.Detector attribute) (pytorch_ood.detector.ASH attribute) (pytorch_ood.detector.DICE attribute) (pytorch_ood.detector.EnergyBased attribute) (pytorch_ood.detector.Entropy attribute) (pytorch_ood.detector.fDBD attribute) (pytorch_ood.detector.GEN attribute) (pytorch_ood.detector.GMM attribute) (pytorch_ood.detector.GradNorm attribute) (pytorch_ood.detector.GradNormKL attribute) (pytorch_ood.detector.Gram attribute) (pytorch_ood.detector.KLMatching attribute) (pytorch_ood.detector.KNN attribute) (pytorch_ood.detector.Mahalanobis attribute) (pytorch_ood.detector.MaxLogit attribute) (pytorch_ood.detector.MaxSoftmax attribute) (pytorch_ood.detector.MCD attribute) (pytorch_ood.detector.MultiMahalanobis attribute) (pytorch_ood.detector.NACUE attribute) (pytorch_ood.detector.NCI attribute) (pytorch_ood.detector.ODIN attribute) (pytorch_ood.detector.OpenMax attribute) (pytorch_ood.detector.RankFeat attribute) (pytorch_ood.detector.ReAct attribute) (pytorch_ood.detector.RMD attribute) (pytorch_ood.detector.SHE attribute) (pytorch_ood.detector.TemperatureScaling attribute) (pytorch_ood.detector.ViM attribute) (pytorch_ood.detector.VRA attribute) (pytorch_ood.detector.WeightedEBO attribute)

reset() (pytorch_ood.model.RunningCenters method) (pytorch_ood.utils.OODMetrics method) Reuters52 (class in pytorch_ood.dataset.txt) Reuters8 (class in pytorch_ood.dataset.txt) RMD (class in pytorch_ood.detector) RoadAnomaly (class in pytorch_ood.dataset.img) run() (pytorch_ood.detector.MCD static method) run_mean() (pytorch_ood.detector.MCD static method) RunningCenters (class in pytorch_ood.model)

S

sample() (pytorch_ood.utils.TensorBuffer method) save() (pytorch_ood.utils.TensorBuffer method) score() (pytorch_ood.detector.EnergyBased static method) (pytorch_ood.detector.Entropy static method) (pytorch_ood.detector.GEN static method) (pytorch_ood.detector.MaxLogit static method) (pytorch_ood.detector.MaxSoftmax static method) (pytorch_ood.detector.TemperatureScaling static method) (pytorch_ood.detector.WeightedEBO static method) (pytorch_ood.loss.CACLoss static method) (pytorch_ood.loss.ObjectosphereLoss static method)

SegmentMeIfYouCan (class in pytorch_ood.dataset.img) SHE (class in pytorch_ood.detector) SSBHard (class in pytorch_ood.dataset.img) StreetHazards (class in pytorch_ood.dataset.img) StructuredDetector (class in pytorch_ood.api) SuMNIST (class in pytorch_ood.dataset.img) svdd_loss() (pytorch_ood.loss.DeepSVDDLoss static method)

T

t (pytorch_ood.detector.EnergyBased attribute) TargetMapping (class in pytorch_ood.utils) temperature (pytorch_ood.detector.ODIN attribute) TemperatureScaling (class in pytorch_ood.detector) TensorBuffer (class in pytorch_ood.utils) test_dataset() (pytorch_ood.dataset.ossim.DynamicOSS method) test_sets() (pytorch_ood.benchmark.Benchmark method) (pytorch_ood.benchmark.CIFAR100_ODIN method) (pytorch_ood.benchmark.CIFAR100_OpenOOD method) (pytorch_ood.benchmark.CIFAR10_ODIN method) (pytorch_ood.benchmark.CIFAR10_OpenOOD method) (pytorch_ood.benchmark.ImageNet_OpenOOD method) Textures (class in pytorch_ood.dataset.img) TinyImageNet (class in pytorch_ood.dataset.img) TinyImageNetCrop (class in pytorch_ood.dataset.img) TinyImageNetResize (class in pytorch_ood.dataset.img) TinyImages (class in pytorch_ood.dataset.img) TinyImages300k (class in pytorch_ood.dataset.img) to() (pytorch_ood.api.Detector method) (pytorch_ood.detector.ASH method) (pytorch_ood.detector.DICE method) (pytorch_ood.detector.EnergyBased method) (pytorch_ood.detector.Entropy method) (pytorch_ood.detector.fDBD method) (pytorch_ood.detector.GEN method) (pytorch_ood.detector.GMM method) (pytorch_ood.detector.GradNorm method) (pytorch_ood.detector.GradNormKL method) (pytorch_ood.detector.Gram method) (pytorch_ood.detector.KLMatching method) (pytorch_ood.detector.KNN method) (pytorch_ood.detector.Mahalanobis method) (pytorch_ood.detector.MaxLogit method) (pytorch_ood.detector.MaxSoftmax method) (pytorch_ood.detector.MCD method) (pytorch_ood.detector.MultiMahalanobis method) (pytorch_ood.detector.NACUE method) (pytorch_ood.detector.NCI method) (pytorch_ood.detector.ODIN method) (pytorch_ood.detector.OpenMax method) (pytorch_ood.detector.RankFeat method) (pytorch_ood.detector.ReAct method) (pytorch_ood.detector.RMD method) (pytorch_ood.detector.SHE method) (pytorch_ood.detector.TemperatureScaling method) (pytorch_ood.detector.ViM method) (pytorch_ood.detector.VRA method) (pytorch_ood.detector.WeightedEBO method)

ToRGB (class in pytorch_ood.utils) ToUnknown (class in pytorch_ood.utils) train_dataset() (pytorch_ood.dataset.ossim.DynamicOSS method) train_set() (pytorch_ood.benchmark.Benchmark method) (pytorch_ood.benchmark.CIFAR100_ODIN method) (pytorch_ood.benchmark.CIFAR100_OpenOOD method) (pytorch_ood.benchmark.CIFAR10_ODIN method) (pytorch_ood.benchmark.CIFAR10_OpenOOD method) (pytorch_ood.benchmark.ImageNet_OpenOOD method) transform_for() (pytorch_ood.model.WideResNet static method)

U

UniformNoise (class in pytorch_ood.dataset.img) unique_targets (pytorch_ood.dataset.ossim.DynamicOSS property) update() (pytorch_ood.model.RunningCenters method) (pytorch_ood.utils.OODMetrics method)

update_hyperparameters() (pytorch_ood.loss.EnergyMarginLoss method) uuc (pytorch_ood.dataset.ossim.DynamicOSS property)

V

val_dataset() (pytorch_ood.dataset.ossim.DynamicOSS method) ViM (class in pytorch_ood.detector) VirtualOutlierSynthesizingRegLoss (class in pytorch_ood.loss) VOID_LABEL (pytorch_ood.dataset.img.FishyScapes attribute) (pytorch_ood.dataset.img.LostAndFound attribute) (pytorch_ood.dataset.img.SegmentMeIfYouCan attribute)

VOSRegLoss (class in pytorch_ood.loss) VRA (class in pytorch_ood.detector)

W

WeightedEBO (class in pytorch_ood.detector) WideResNet (class in pytorch_ood.model)

WikiText103 (class in pytorch_ood.dataset.txt) WikiText2 (class in pytorch_ood.dataset.txt) WMT16Sentences (class in pytorch_ood.dataset.txt)