Index

_

__call__() (detectors.methods.templates.Detector method)

__repr__() (detectors.methods.templates.DetectorWrapper method)

A

adaptive_avg_pool2d() (in module detectors.methods.utils) adaptive_max_pool2d() (in module detectors.methods.utils) add_output_op() (in module detectors.methods.utils) Aggregation (class in detectors.aggregations) aic() (detectors.methods.gmm_torch.GaussianMixture method) always_one (detectors.methods.MethodsRegistry attribute), [1]

always_one() (in module detectors.methods.naive) always_zero (detectors.methods.MethodsRegistry attribute), [1] always_zero() (in module detectors.methods.naive) AnomalyBaseAggregation (class in detectors.aggregations.anomaly) append_results_to_csv_file() (in module detectors.utils) avg_or_getitem() (in module detectors.methods.utils) avg_topk_aggregation() (in module detectors.aggregations.basics)

B

base_folder (detectors.data.cifarc.CIFAR100_C attribute) (detectors.data.cifarc.CIFAR10_C attribute) (detectors.data.cifarlt.CIFAR100LT attribute) (detectors.data.english_chars.EnglishChars attribute) (detectors.data.imagenet.ImageNetA attribute) (detectors.data.imagenet.ImageNetO attribute) (detectors.data.imagenet.ImageNetR attribute) (detectors.data.isun.iSUN attribute) (detectors.data.lsun_r_c.LSUNCroped attribute) (detectors.data.lsun_r_c.LSUNResized attribute) (detectors.data.mos.MOSiNaturalist attribute) (detectors.data.mos.MOSPlaces365 attribute) (detectors.data.mos.MOSSUN attribute) (detectors.data.openimage_o.OpenImageO attribute) (detectors.data.places365.Places365 attribute) (detectors.data.textures.Textures attribute) (detectors.data.tiny_imagenet.TinyImageNet attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetCroped attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetResized attribute)

base_folder_name (detectors.data.imagenet.ImageNetC attribute) (detectors.data.imagenet.ImageNetCnpz attribute) base_folders (detectors.data.mnistc.MNISTC attribute) bic() (detectors.methods.gmm_torch.GaussianMixture method) Blobs (class in detectors.data.noise) blobs (detectors.data.DatasetsRegistry attribute), [1]

C

check_is_fitted() (in module detectors.methods.gmm_torch) cifar10 (detectors.data.DatasetsRegistry attribute), [1] cifar100 (detectors.data.DatasetsRegistry attribute), [1] CIFAR100_C (class in detectors.data.cifarc) cifar100_c (detectors.data.DatasetsRegistry attribute), [1] CIFAR100LT (class in detectors.data.cifarlt) CIFAR100Wrapped (class in detectors.data.cifar_wrapper) CIFAR10_C (class in detectors.data.cifarc) cifar10_c (detectors.data.DatasetsRegistry attribute), [1] CIFAR10LT (class in detectors.data.cifarlt) CIFAR10Wrapped (class in detectors.data.cifar_wrapper) class_cond_mus_cov_inv_matrix() (in module detectors.methods.mahalanobis) cls_num (detectors.data.cifarlt.CIFAR100LT attribute) (detectors.data.cifarlt.CIFAR10LT attribute) compute_detection_error() (in module detectors.eval) ConcatDatasetsDim1 (class in detectors.utils) condition_fn() (in module detectors.methods.react) corruptions (detectors.data.cifarc.CIFAR100_C attribute) (detectors.data.cifarc.CIFAR10_C attribute) (detectors.data.imagenet.ImageNetC attribute) (detectors.data.imagenet.ImageNetCnpz attribute)

CosineAggregation (class in detectors.aggregations.cosine) covariate_drift_cifar10 (detectors.pipelines.PipelinesRegistry attribute), [1] covariate_drift_cifar100 (detectors.pipelines.PipelinesRegistry attribute), [1] covariate_drift_imagenet (detectors.pipelines.PipelinesRegistry attribute), [1] CovariateDriftPipeline (class in detectors.pipelines.covariate_drift) create_aggregation() (in module detectors.aggregations) create_dataset() (in module detectors.data), [1] create_detector() (in module detectors.methods), [1] create_hyperparameters() (in module detectors.methods), [1] create_pipeline() (in module detectors.pipelines), [1] create_reduction() (in module detectors.methods.utils) create_transform() (in module detectors.models), [1] CSI (class in detectors.methods.csi) csi (detectors.methods.MethodsRegistry attribute), [1] CSILoss (class in detectors.criterions) CustomTensorDataset (class in detectors.data.noise)

D

dataset_folder (detectors.data.textures.Textures property) (detectors.data.tiny_imagenet.TinyImageNet property) DatasetsRegistry (class in detectors.data), [1] densenet121_camelyon17() (in module detectors.models.densenet) densenet121_cifar10() (in module detectors.models.densenet) densenet121_cifar100() (in module detectors.models.densenet) densenet121_svhn() (in module detectors.models.densenet) depth_weighted_sum() (in module detectors.aggregations.basics) Detector (class in detectors.methods.templates) detectors module detectors.aggregations module detectors.aggregations.anomaly module detectors.aggregations.basics module detectors.aggregations.cosine module detectors.aggregations.innerprod module detectors.aggregations.mahalanobis module detectors.aggregations.quantile module detectors.aggregations.supervised module detectors.config module detectors.criterions module detectors.data module, [1] detectors.data.cifar_wrapper module detectors.data.cifarc module detectors.data.cifarlt module detectors.data.constants module detectors.data.english_chars module detectors.data.imagenet module detectors.data.imagenetlt module detectors.data.isun module detectors.data.lsun_r_c module detectors.data.mnist_wrapped module detectors.data.mnistc module detectors.data.mos module detectors.data.noise module detectors.data.openimage_o module detectors.data.places365 module detectors.data.textures module detectors.data.tiny_imagenet module detectors.data.tiny_imagenet_r_c module detectors.data.wilds_ds module detectors.eval module detectors.methods module, [1] detectors.methods.ae module detectors.methods.bats module detectors.methods.csi module detectors.methods.dice module detectors.methods.doctor module detectors.methods.energy module detectors.methods.entropy module detectors.methods.gmm module detectors.methods.gmm_torch module detectors.methods.godin module

detectors.methods.gradnorm module detectors.methods.gram module detectors.methods.igeood_logits module detectors.methods.kl_matching module detectors.methods.knn_euclides module detectors.methods.logit_norm module detectors.methods.mahalanobis module detectors.methods.max_logits module detectors.methods.maxcosine module detectors.methods.mcdropout module detectors.methods.msp module detectors.methods.naive module detectors.methods.odin module detectors.methods.oe module detectors.methods.openmax module detectors.methods.projection module detectors.methods.rankfeat module detectors.methods.react module detectors.methods.react_projection module detectors.methods.relative_mahalanobis module detectors.methods.ssd module detectors.methods.templates module detectors.methods.utils module detectors.methods.vim module detectors.models module, [1] detectors.models.densenet module detectors.models.resnet module detectors.models.utils module detectors.models.vgg module detectors.models.vit module detectors.pipelines module, [1] detectors.pipelines.base module detectors.pipelines.covariate_drift module detectors.pipelines.ood module detectors.pipelines.osr module detectors.trainer module detectors.utils module DetectorWithFeatureExtraction (class in detectors.methods.templates) DetectorWithSimpleFE (class in detectors.methods.templates) DetectorWrapper (class in detectors.methods.templates) Dice (class in detectors.methods.dice) dice (detectors.methods.MethodsRegistry attribute), [1] doctor (detectors.methods.MethodsRegistry attribute), [1] doctor() (in module detectors.methods.doctor) download() (detectors.data.cifarc.CIFAR10_C method) (detectors.data.english_chars.EnglishChars method) (detectors.data.imagenet.ImageNetA method) (detectors.data.imagenet.ImageNetC method) (detectors.data.imagenet.ImageNetCnpz method) (detectors.data.isun.iSUN method) (detectors.data.lsun_r_c.LSUNResized method) (detectors.data.mnistc.MNISTC method) (detectors.data.mos.MOSSUN method) (detectors.data.openimage_o.OpenImageO method) (detectors.data.places365.Places365 method) (detectors.data.textures.Textures method) (detectors.data.tiny_imagenet.TinyImageNet method) (detectors.data.tiny_imagenet_r_c.TinyImageNetResized method)

E

end() (detectors.methods.igeood_logits.IgeoodLogits method) (detectors.methods.kl_matching.KLMatching method) (detectors.methods.projection.Projection method) (detectors.methods.react.ReAct method) (detectors.methods.templates.Detector method) (detectors.methods.templates.DetectorWithFeatureExtraction method) (detectors.methods.templates.DetectorWrapper method) (detectors.methods.vim.ViM method)

energy (detectors.methods.MethodsRegistry attribute), [1] energy() (in module detectors.methods.energy) english_chars (detectors.data.DatasetsRegistry attribute), [1] EnglishChars (class in detectors.data.english_chars) entropy (detectors.methods.MethodsRegistry attribute), [1] entropy() (in module detectors.methods.entropy) extra_repr() (detectors.data.tiny_imagenet.TinyImageNet method)

F

fashion_mnist (detectors.data.DatasetsRegistry attribute), [1] FashionMNISTWrapped (class in detectors.data.mnist_wrapped) file_md5 (detectors.data.cifarc.CIFAR100_C attribute) (detectors.data.cifarc.CIFAR10_C attribute) (detectors.data.english_chars.EnglishChars attribute) (detectors.data.isun.iSUN attribute) (detectors.data.lsun_r_c.LSUNCroped attribute) (detectors.data.lsun_r_c.LSUNResized attribute) (detectors.data.mos.MOSiNaturalist attribute) (detectors.data.mos.MOSPlaces365 attribute) (detectors.data.mos.MOSSUN attribute) (detectors.data.places365.Places365 attribute) (detectors.data.textures.Textures attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetCroped attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetResized attribute) filename (detectors.data.cifarc.CIFAR100_C attribute) (detectors.data.cifarc.CIFAR10_C attribute) (detectors.data.cifarlt.CIFAR100LT attribute) (detectors.data.english_chars.EnglishChars attribute) (detectors.data.imagenet.ImageNetA attribute) (detectors.data.imagenet.ImageNetO attribute) (detectors.data.imagenet.ImageNetR attribute) (detectors.data.isun.iSUN attribute) (detectors.data.lsun_r_c.LSUNCroped attribute) (detectors.data.lsun_r_c.LSUNResized attribute) (detectors.data.mos.MOSiNaturalist attribute) (detectors.data.mos.MOSPlaces365 attribute) (detectors.data.mos.MOSSUN attribute) (detectors.data.places365.Places365 attribute) (detectors.data.textures.Textures attribute) (detectors.data.tiny_imagenet.TinyImageNet attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetCroped attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetResized attribute)

filenames (detectors.data.mnistc.MNISTC attribute) (detectors.data.openimage_o.OpenImageO attribute) fit() (detectors.aggregations.Aggregation method) (detectors.aggregations.anomaly.AnomalyBaseAggregation method) (detectors.aggregations.cosine.CosineAggregation method) (detectors.aggregations.innerprod.InnerProductAggregation method) (detectors.aggregations.mahalanobis.MahalanobisAggregation method) (detectors.aggregations.quantile.QuantileAggregation method) (detectors.methods.gmm_torch.GaussianMixture method) (detectors.methods.templates.Detector method) (detectors.methods.templates.DetectorWrapper method) fit_predict() (detectors.methods.gmm_torch.GaussianMixture method) flatten() (in module detectors.methods.utils) forward() (detectors.criterions.CSILoss method) (detectors.criterions.SupConLoss method) fpr_at_fixed_tpr() (in module detectors.eval)

G

Gaussian (class in detectors.data.noise) gaussian (detectors.data.DatasetsRegistry attribute), [1] GaussianMixture (class in detectors.methods.gmm_torch) get_composed_attr() (in module detectors.methods.dice) (in module detectors.methods.utils) get_criterion_cls() (in module detectors.trainer) get_dataset_cls() (in module detectors.data), [1] get_last_layer() (in module detectors.methods.utils) get_last_layer_name() (in module detectors.methods.utils)

get_ood_results() (in module detectors.eval) get_optimizer_cls() (in module detectors.trainer) get_penultimate_layer() (in module detectors.methods.utils) get_penultimate_layer_name() (in module detectors.methods.utils) get_scheduler_cls() (in module detectors.trainer) getitem() (in module detectors.methods.utils) GMM (class in detectors.methods.gmm) gmm (detectors.methods.MethodsRegistry attribute), [1] gradnorm (detectors.methods.MethodsRegistry attribute), [1] gradnorm() (in module detectors.methods.gradnorm)

H

hf_hub_url_template() (in module detectors.models.utils)

I

IFAggregation (class in detectors.aggregations.anomaly) igeood_logits (detectors.methods.MethodsRegistry attribute), [1] IgeoodLogits (class in detectors.methods.igeood_logits) igeoodlogits_vec() (in module detectors.methods.igeood_logits) ilsvrc2012 (detectors.data.DatasetsRegistry attribute), [1] imagenet (detectors.data.DatasetsRegistry attribute), [1] imagenet1k (detectors.data.DatasetsRegistry attribute), [1] imagenet1k_c (detectors.data.DatasetsRegistry attribute), [1] imagenet_a (detectors.data.DatasetsRegistry attribute), [1] imagenet_c (detectors.data.DatasetsRegistry attribute), [1] imagenet_c_npz (detectors.data.DatasetsRegistry attribute), [1] imagenet_o (detectors.data.DatasetsRegistry attribute), [1] imagenet_r (detectors.data.DatasetsRegistry attribute), [1]

ImageNetA (class in detectors.data.imagenet) ImageNetC (class in detectors.data.imagenet) ImageNetCnpz (class in detectors.data.imagenet) ImageNetO (class in detectors.data.imagenet) ImageNetR (class in detectors.data.imagenet) images_folder (detectors.data.english_chars.EnglishChars attribute) (detectors.data.textures.Textures attribute) InnerProductAggregation (class in detectors.aggregations.innerprod) input_pre_processing() (in module detectors.methods.utils) insert_fn() (in module detectors.methods.react) iSUN (class in detectors.data.isun) isun (detectors.data.DatasetsRegistry attribute), [1] iterate_data_rankfeat() (in module detectors.methods.rankfeat)

J

js_divergence() (in module detectors.methods.kl_matching)

K

kl_divergence() (in module detectors.methods.kl_matching) kl_matching (detectors.methods.MethodsRegistry attribute), [1] KLMatching (class in detectors.methods.kl_matching)

knn_cosine (detectors.methods.MethodsRegistry attribute), [1] knn_euclides (detectors.methods.MethodsRegistry attribute), [1] knn_projection (detectors.methods.MethodsRegistry attribute), [1] KnnEuclides (class in detectors.methods.knn_euclides)

L

layer_idx() (in module detectors.aggregations.basics) LIMIT (detectors.methods.react.ReAct attribute) list_aggregations() (in module detectors.aggregations) list_datasets() (in module detectors.data), [1] list_detectors() (in module detectors.methods), [1] list_pipeline_args() (in module detectors.pipelines), [1] list_pipelines() (in module detectors.pipelines), [1]

load_params() (detectors.methods.templates.DetectorWrapper method) load_pretrained() (detectors.pipelines.base.Pipeline method) LOFAggregation (class in detectors.aggregations.anomaly) lsun_c (detectors.data.DatasetsRegistry attribute), [1] lsun_r (detectors.data.DatasetsRegistry attribute), [1] LSUNCroped (class in detectors.data.lsun_r_c) LSUNResized (class in detectors.data.lsun_r_c) LT_Dataset (class in detectors.data.imagenetlt)

M

Mahalanobis (class in detectors.methods.mahalanobis) mahalanobis (detectors.methods.MethodsRegistry attribute), [1] mahalanobis_dist_forward_substitution() (in module detectors.methods.mahalanobis) mahalanobis_distance_inv() (in module detectors.methods.mahalanobis) mahalanobis_distance_inv_fast() (in module detectors.aggregations.mahalanobis) (in module detectors.methods.mahalanobis) mahalanobis_inv_layer_score() (in module detectors.methods.mahalanobis) mahalanobis_inv_layer_score_fast() (in module detectors.methods.mahalanobis) MahalanobisAggregation (class in detectors.aggregations.mahalanobis) make_wilds_dataset() (in module detectors.data.wilds_ds) max_aggregation() (in module detectors.aggregations.basics) max_cosine_sim_layer_score() (in module detectors.methods.maxcosine) max_logits (detectors.methods.MethodsRegistry attribute), [1] max_logits() (in module detectors.methods.max_logits) max_or_getitem() (in module detectors.methods.utils) maxcosine (detectors.methods.MethodsRegistry attribute), [1] MaxCosineSimilarity (class in detectors.methods.maxcosine) mcdropout (detectors.methods.MethodsRegistry attribute), [1] mcdropout() (in module detectors.methods.mcdropout) mean_aggregation() (in module detectors.aggregations.basics) median_aggregation() (in module detectors.aggregations.basics) meta (detectors.data.cifarlt.CIFAR100LT attribute) MethodsRegistry (class in detectors.methods), [1] min_aggregation() (in module detectors.aggregations.basics) minimum_detection_error() (in module detectors.eval) mnist (detectors.data.DatasetsRegistry attribute), [1] mnist_c (detectors.data.DatasetsRegistry attribute), [1] MNISTC (class in detectors.data.mnistc) MNISTWrapped (class in detectors.data.mnist_wrapped) ModelDefaultConfig (class in detectors.models.utils) module detectors detectors.aggregations detectors.aggregations.anomaly detectors.aggregations.basics detectors.aggregations.cosine detectors.aggregations.innerprod detectors.aggregations.mahalanobis detectors.aggregations.quantile detectors.aggregations.supervised detectors.config detectors.criterions detectors.data, [1] detectors.data.cifar_wrapper detectors.data.cifarc detectors.data.cifarlt detectors.data.constants detectors.data.english_chars detectors.data.imagenet detectors.data.imagenetlt detectors.data.isun detectors.data.lsun_r_c detectors.data.mnist_wrapped detectors.data.mnistc detectors.data.mos detectors.data.noise detectors.data.openimage_o detectors.data.places365 detectors.data.textures detectors.data.tiny_imagenet detectors.data.tiny_imagenet_r_c detectors.data.wilds_ds detectors.eval detectors.methods, [1] detectors.methods.ae detectors.methods.bats detectors.methods.csi detectors.methods.dice detectors.methods.doctor detectors.methods.energy detectors.methods.entropy detectors.methods.gmm detectors.methods.gmm_torch detectors.methods.godin detectors.methods.gradnorm detectors.methods.gram detectors.methods.igeood_logits detectors.methods.kl_matching detectors.methods.knn_euclides detectors.methods.logit_norm detectors.methods.mahalanobis detectors.methods.max_logits detectors.methods.maxcosine detectors.methods.mcdropout detectors.methods.msp detectors.methods.naive detectors.methods.odin detectors.methods.oe detectors.methods.openmax detectors.methods.projection detectors.methods.rankfeat detectors.methods.react detectors.methods.react_projection detectors.methods.relative_mahalanobis detectors.methods.ssd detectors.methods.templates detectors.methods.utils detectors.methods.vim detectors.models, [1] detectors.models.densenet detectors.models.resnet detectors.models.utils detectors.models.vgg detectors.models.vit detectors.pipelines, [1] detectors.pipelines.base detectors.pipelines.covariate_drift detectors.pipelines.ood detectors.pipelines.osr detectors.trainer detectors.utils

mos_inaturalist (detectors.data.DatasetsRegistry attribute), [1] mos_places365 (detectors.data.DatasetsRegistry attribute), [1] mos_sun (detectors.data.DatasetsRegistry attribute), [1] MOSiNaturalist (class in detectors.data.mos) MOSPlaces365 (class in detectors.data.mos) MOSSUN (class in detectors.data.mos) msp (detectors.methods.MethodsRegistry attribute), [1] msp() (in module detectors.methods.msp)

N

none_aggregation() (in module detectors.aggregations.basics)

none_reduction() (in module detectors.methods.utils) normalize_tin_val_folder_structure() (in module detectors.data.tiny_imagenet)

O

objective() (detectors.pipelines.ood.OODValidationPipeline method) odin (detectors.methods.MethodsRegistry attribute), [1] odin() (in module detectors.methods.odin) OneCorruptionCovariateDriftCifar100Pipeline (class in detectors.pipelines.covariate_drift) OneCorruptionCovariateDriftCifar10Pipeline (class in detectors.pipelines.covariate_drift) OneCorruptionCovariateDriftImagenetPipeline (class in detectors.pipelines.covariate_drift) ood_benchmark_cifar10 (detectors.pipelines.PipelinesRegistry attribute), [1] ood_benchmark_cifar100 (detectors.pipelines.PipelinesRegistry attribute), [1] ood_benchmark_imagenet (detectors.pipelines.PipelinesRegistry attribute), [1] ood_mnist_benchmark (detectors.pipelines.PipelinesRegistry attribute), [1] ood_validation_cifar10 (detectors.pipelines.PipelinesRegistry attribute), [1] ood_validation_cifar100 (detectors.pipelines.PipelinesRegistry attribute), [1] ood_validation_imagenet (detectors.pipelines.PipelinesRegistry attribute), [1] ood_validation_noise_cifar10 (detectors.pipelines.PipelinesRegistry attribute), [1] ood_validation_noise_cifar100 (detectors.pipelines.PipelinesRegistry attribute), [1] OODBenchmarkPipeline (class in detectors.pipelines.ood)

OODCifar100BenchmarkPipeline (class in detectors.pipelines.ood) OODCifar100NoiseValidationPipeline (class in detectors.pipelines.ood) OODCifar100ValidationPipeline (class in detectors.pipelines.ood) OODCifar10BenchmarkPipeline (class in detectors.pipelines.ood) OODCifar10NoiseValidationPipeline (class in detectors.pipelines.ood) OODCifar10ValidationPipeline (class in detectors.pipelines.ood) OODImageNetBenchmarkPipeline (class in detectors.pipelines.ood) OODImageNetValidationPipeline (class in detectors.pipelines.ood) OODMNISTBenchmarkPipeline (class in detectors.pipelines.ood) OODValidationPipeline (class in detectors.pipelines.ood) openimage_o (detectors.data.DatasetsRegistry attribute), [1] OpenImageO (class in detectors.data.openimage_o) OSRCifar10 (class in detectors.pipelines.osr) OSRCifar100 (class in detectors.pipelines.osr) OSRImagenet (class in detectors.pipelines.osr) oxford_pets (detectors.data.DatasetsRegistry attribute), [1]

P

Pipeline (class in detectors.pipelines.base) PipelinesRegistry (class in detectors.pipelines), [1] Places365 (class in detectors.data.places365) places365 (detectors.data.DatasetsRegistry attribute), [1] postprocess() (detectors.pipelines.base.Pipeline method) (detectors.pipelines.covariate_drift.CovariateDriftPipeline method) (detectors.pipelines.ood.OODBenchmarkPipeline method)

predict() (detectors.methods.gmm_torch.GaussianMixture method) predict_proba() (detectors.methods.gmm_torch.GaussianMixture method) preprocess() (detectors.pipelines.base.Pipeline method) (detectors.pipelines.covariate_drift.CovariateDriftPipeline method) (detectors.pipelines.ood.OODBenchmarkPipeline method) Projection (class in detectors.methods.projection) projection (detectors.methods.MethodsRegistry attribute), [1] projection_layer_score() (in module detectors.methods.projection)

Q

QuantileAggregation (class in detectors.aggregations.quantile)

R

Rademacher (class in detectors.data.noise) rademacher (detectors.data.DatasetsRegistry attribute), [1] random (detectors.methods.MethodsRegistry attribute), [1] random_score() (in module detectors.methods.naive) ReAct (class in detectors.methods.react) react (detectors.methods.MethodsRegistry attribute), [1] react_projection (detectors.methods.MethodsRegistry attribute), [1] reactify() (in module detectors.methods.react) ReActProjection (class in detectors.methods.react_projection) register_aggregation() (in module detectors.aggregations) register_dataset() (in module detectors.data), [1] register_detector() (in module detectors.methods), [1] register_pipeline() (in module detectors.pipelines), [1] relative_mahalanobis (detectors.methods.MethodsRegistry attribute), [1] relative_mahalanobis_inv_layer_score() (in module detectors.methods.relative_mahalanobis) RelativeMahalanobis (class in detectors.methods.relative_mahalanobis) report() (detectors.pipelines.base.Pipeline method) (detectors.pipelines.covariate_drift.CovariateDriftPipeline method) (detectors.pipelines.ood.OODBenchmarkPipeline method) (detectors.pipelines.ood.OODValidationPipeline method)

resnet18_cifar10() (in module detectors.models.resnet) resnet18_cifar100() (in module detectors.models.resnet) resnet18_svhn() (in module detectors.models.resnet) resnet34_cifar10() (in module detectors.models.resnet) resnet34_cifar100() (in module detectors.models.resnet) resnet34_simclr_cifar10() (in module detectors.models.resnet) resnet34_simclr_cifar100() (in module detectors.models.resnet) resnet34_supcon_cifar10() (in module detectors.models.resnet) resnet34_supcon_cifar100() (in module detectors.models.resnet) resnet34_svhn() (in module detectors.models.resnet) resnet50_cifar10() (in module detectors.models.resnet) resnet50_cifar100() (in module detectors.models.resnet) resnet50_simclr_cifar10() (in module detectors.models.resnet) resnet50_simclr_cifar100() (in module detectors.models.resnet) resnet50_supcon_cifar10() (in module detectors.models.resnet) resnet50_supcon_cifar100() (in module detectors.models.resnet) resnet50_svhn() (in module detectors.models.resnet) run() (detectors.pipelines.base.Pipeline method) (detectors.pipelines.covariate_drift.CovariateDriftPipeline method) (detectors.pipelines.ood.OODBenchmarkPipeline method) (detectors.pipelines.ood.OODValidationPipeline method)

S

sample() (detectors.methods.gmm_torch.GaussianMixture method) save_model() (in module detectors.trainer) save_params() (detectors.methods.templates.DetectorWrapper method) save_pretrained() (detectors.pipelines.base.Pipeline method) score() (detectors.methods.gmm_torch.GaussianMixture method) score_samples() (detectors.methods.gmm_torch.GaussianMixture method) scoring_obj() (detectors.aggregations.supervised.WeightRegression method) set_hyperparameters() (detectors.methods.templates.DetectorWrapper method) setup() (detectors.pipelines.base.Pipeline method) (detectors.pipelines.covariate_drift.CovariateDriftPipeline method) (detectors.pipelines.ood.OODBenchmarkPipeline method) (detectors.pipelines.osr.SingleClassCifar10 method) SimpleFeatureExtractor (class in detectors.methods.templates) SingleClassCifar10 (class in detectors.pipelines.osr) sklearn_cov_matrix_estimarion() (in module detectors.methods.utils) split_data() (detectors.aggregations.supervised.WeightRegression method) split_folder (detectors.data.textures.Textures property) (detectors.data.tiny_imagenet.TinyImageNet property) split_list (detectors.data.imagenet.ImageNetC attribute) splits (detectors.data.cifar_wrapper.CIFAR100Wrapped attribute) (detectors.data.cifar_wrapper.CIFAR10Wrapped attribute) (detectors.data.mnist_wrapped.FashionMNISTWrapped attribute) (detectors.data.mnist_wrapped.MNISTWrapped attribute) (detectors.data.mnistc.MNISTC attribute) (detectors.data.tiny_imagenet.TinyImageNet attribute)

SSD (class in detectors.methods.ssd) ssd (detectors.methods.MethodsRegistry attribute), [1] stanford_cars (detectors.data.DatasetsRegistry attribute), [1] start() (detectors.methods.igeood_logits.IgeoodLogits method) (detectors.methods.kl_matching.KLMatching method) (detectors.methods.react.ReAct method) (detectors.methods.templates.Detector method) (detectors.methods.templates.DetectorWithFeatureExtraction method) (detectors.methods.templates.DetectorWrapper method) (detectors.methods.vim.ViM method) stl10 (detectors.data.DatasetsRegistry attribute), [1] str_to_dict() (in module detectors.utils) subsets (detectors.data.mnistc.MNISTC attribute) SupConLoss (class in detectors.criterions) svhn (detectors.data.DatasetsRegistry attribute), [1] sync_tensor_across_gpus() (in module detectors.utils)

T

test() (in module detectors.data.cifarlt) (in module detectors.methods.gmm_torch) (in module detectors.methods.react_projection) test_list (detectors.data.cifarlt.CIFAR100LT attribute) Textures (class in detectors.data.textures) textures (detectors.data.DatasetsRegistry attribute), [1] tgz_md5 (detectors.data.cifarlt.CIFAR100LT attribute) (detectors.data.imagenet.ImageNetA attribute) (detectors.data.imagenet.ImageNetO attribute) (detectors.data.imagenet.ImageNetR attribute) tgz_md5_list (detectors.data.imagenet.ImageNetC attribute) tgz_md5s (detectors.data.mnistc.MNISTC attribute)

tiny_imagenet (detectors.data.DatasetsRegistry attribute), [1] tiny_imagenet_c (detectors.data.DatasetsRegistry attribute), [1] tiny_imagenet_r (detectors.data.DatasetsRegistry attribute), [1] TinyImageNet (class in detectors.data.tiny_imagenet) TinyImageNetCroped (class in detectors.data.tiny_imagenet_r_c) TinyImageNetResized (class in detectors.data.tiny_imagenet_r_c) topk_aggregation() (in module detectors.aggregations.basics) torch_reduction_matrix() (in module detectors.methods.utils) train_list (detectors.data.cifarlt.CIFAR100LT attribute) trainer_supervised_classification() (in module detectors.trainer) training (detectors.criterions.CSILoss attribute) (detectors.criterions.SupConLoss attribute) training_iteration() (in module detectors.trainer)

U

Uniform (class in detectors.data.noise) uniform (detectors.data.DatasetsRegistry attribute), [1] update() (detectors.methods.igeood_logits.IgeoodLogits method) (detectors.methods.kl_matching.KLMatching method) (detectors.methods.react.ReAct method) (detectors.methods.templates.Detector method) (detectors.methods.templates.DetectorWithFeatureExtraction method) (detectors.methods.templates.DetectorWrapper method) (detectors.methods.vim.ViM method) url (detectors.data.cifarc.CIFAR100_C attribute) (detectors.data.cifarc.CIFAR10_C attribute) (detectors.data.cifarlt.CIFAR100LT attribute) (detectors.data.english_chars.EnglishChars attribute) (detectors.data.imagenet.ImageNetA attribute) (detectors.data.imagenet.ImageNetO attribute) (detectors.data.imagenet.ImageNetR attribute) (detectors.data.isun.iSUN attribute) (detectors.data.lsun_r_c.LSUNCroped attribute) (detectors.data.lsun_r_c.LSUNResized attribute) (detectors.data.mos.MOSiNaturalist attribute) (detectors.data.mos.MOSPlaces365 attribute) (detectors.data.mos.MOSSUN attribute) (detectors.data.places365.Places365 attribute) (detectors.data.textures.Textures attribute) (detectors.data.tiny_imagenet.TinyImageNet attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetCroped attribute) (detectors.data.tiny_imagenet_r_c.TinyImageNetResized attribute)

url_base (detectors.data.imagenet.ImageNetC attribute) urls (detectors.data.mnistc.MNISTC attribute)

V

validation_iteration() (in module detectors.trainer) vgg16_bn_cifar10() (in module detectors.models.vgg) vgg16_bn_cifar100() (in module detectors.models.vgg) vgg16_bn_svhn() (in module detectors.models.vgg)

ViM (class in detectors.methods.vim) vim (detectors.methods.MethodsRegistry attribute), [1] vit_base_patch16_224_in21k_ft_cifar10() (in module detectors.models.vit) vit_base_patch16_224_in21k_ft_cifar100() (in module detectors.models.vit) vit_base_patch16_224_in21k_ft_svhn() (in module detectors.models.vit)

W

WeightRegression (class in detectors.aggregations.supervised) wilds_camelyon17 (detectors.data.DatasetsRegistry attribute), [1] wilds_fmow (detectors.data.DatasetsRegistry attribute), [1]

wilds_globalwheat (detectors.data.DatasetsRegistry attribute), [1] wilds_iwildcam (detectors.data.DatasetsRegistry attribute), [1] wilds_poverty (detectors.data.DatasetsRegistry attribute), [1] wilds_rxrx1 (detectors.data.DatasetsRegistry attribute), [1]

Z

zip_md5 (detectors.data.tiny_imagenet.TinyImageNet attribute)