Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | V | W A AdaptiveCalibrationError (class in torch_uncertainty.metrics.classification) AUGRC (class in torch_uncertainty.metrics.classification) AURC (class in torch_uncertainty.metrics.classification) AUSE (class in torch_uncertainty.metrics) B BankMarketing (class in torch_uncertainty.datasets.classification.uci) BankMarketingDataModule (class in torch_uncertainty.datamodules) BatchConv2d (class in torch_uncertainty.layers) BatchLinear (class in torch_uncertainty.layers) BayesConv1d (class in torch_uncertainty.layers.bayesian) BayesConv2d (class in torch_uncertainty.layers.bayesian) BayesConv3d (class in torch_uncertainty.layers.bayesian) BayesLinear (class in torch_uncertainty.layers.bayesian) BCEWithLogitsLSLoss (class in torch_uncertainty.losses) BetaNLL (class in torch_uncertainty.losses) bias (torch_uncertainty.layers.PackedConv2d property) bn_update() (torch_uncertainty.models.SWAG method) BrierScore (class in torch_uncertainty.metrics.classification) BTSBaseline (class in torch_uncertainty.baselines.depth) C CalibrationError (class in torch_uncertainty.metrics.classification) CamVid (class in torch_uncertainty.datasets.segmentation) CamVidDataModule (class in torch_uncertainty.datamodules.segmentation) CategoricalNLL (class in torch_uncertainty.metrics.classification) CheckpointEnsemble (class in torch_uncertainty.models) CIFAR100C (class in torch_uncertainty.datasets.classification) CIFAR100DataModule (class in torch_uncertainty.datamodules) CIFAR100N (class in torch_uncertainty.datasets.classification) CIFAR10C (class in torch_uncertainty.datasets.classification) CIFAR10DataModule (class in torch_uncertainty.datamodules) CIFAR10H (class in torch_uncertainty.datasets.classification) CIFAR10N (class in torch_uncertainty.datasets.classification) Cityscapes (class in torch_uncertainty.datasets.segmentation) CityscapesDataModule (class in torch_uncertainty.datamodules.segmentation) ClassificationRoutine (class in torch_uncertainty.routines) color_palette (torch_uncertainty.datasets.segmentation.CamVid property) (torch_uncertainty.datasets.segmentation.Cityscapes property) compute() (torch_uncertainty.metrics.AUSE method) (torch_uncertainty.metrics.classification.AUGRC method) (torch_uncertainty.metrics.classification.AURC method) (torch_uncertainty.metrics.classification.BrierScore method) (torch_uncertainty.metrics.classification.CategoricalNLL method) (torch_uncertainty.metrics.classification.CovAtxRisk method) (torch_uncertainty.metrics.classification.Disagreement method) (torch_uncertainty.metrics.classification.Entropy method) (torch_uncertainty.metrics.classification.FPRx method) (torch_uncertainty.metrics.classification.GroupingLoss method) (torch_uncertainty.metrics.classification.MeanIntersectionOverUnion method) (torch_uncertainty.metrics.classification.MutualInformation method) (torch_uncertainty.metrics.classification.RiskAtxCov method) (torch_uncertainty.metrics.classification.VariationRatio method) (torch_uncertainty.metrics.regression.DistributionNLL method) (torch_uncertainty.metrics.regression.SILog method) (torch_uncertainty.metrics.regression.ThresholdAccuracy method) ConfidencePenaltyLoss (class in torch_uncertainty.losses) ConflictualLoss (class in torch_uncertainty.losses) CovAt5Risk (class in torch_uncertainty.metrics.classification) CovAtxRisk (class in torch_uncertainty.metrics.classification) D DECLoss (class in torch_uncertainty.losses) decode_target() (torch_uncertainty.datasets.segmentation.CamVid method) (torch_uncertainty.datasets.segmentation.Cityscapes method) deep_ensembles() (in module torch_uncertainty.models) DeepLabBaseline (class in torch_uncertainty.baselines.segmentation) DERLoss (class in torch_uncertainty.losses) Disagreement (class in torch_uncertainty.metrics.classification) DistributionNLL (class in torch_uncertainty.metrics.regression) DistributionNLLLoss (class in torch_uncertainty.losses) DOTA2Games (class in torch_uncertainty.datasets.classification.uci) DOTA2GamesDataModule (class in torch_uncertainty.datamodules) download() (torch_uncertainty.datasets.classification.CIFAR10C method) (torch_uncertainty.datasets.classification.MNISTC method) (torch_uncertainty.datasets.classification.TinyImageNetC method) (torch_uncertainty.datasets.classification.uci.BankMarketing method) (torch_uncertainty.datasets.classification.uci.DOTA2Games method) (torch_uncertainty.datasets.regression.UCIRegression method) (torch_uncertainty.datasets.segmentation.CamVid method) E ELBOLoss (class in torch_uncertainty.losses) EMA (class in torch_uncertainty.models) encode_target() (torch_uncertainty.datasets.MUAD method) (torch_uncertainty.datasets.segmentation.CamVid method) (torch_uncertainty.datasets.segmentation.Cityscapes class method) Entropy (class in torch_uncertainty.metrics.classification) eval_forward() (torch_uncertainty.models.CheckpointEnsemble method) (torch_uncertainty.models.SWAG method) F fit() (torch_uncertainty.post_processing.MatrixScaler method) (torch_uncertainty.post_processing.MCBatchNorm method) (torch_uncertainty.post_processing.TemperatureScaler method) (torch_uncertainty.post_processing.VectorScaler method) FocalLoss (class in torch_uncertainty.losses) forward() (torch_uncertainty.losses.ConfidencePenaltyLoss method) (torch_uncertainty.losses.ConflictualLoss method) (torch_uncertainty.losses.DistributionNLLLoss method) (torch_uncertainty.losses.ELBOLoss method) (torch_uncertainty.models.MCDropout method) (torch_uncertainty.routines.ClassificationRoutine method) (torch_uncertainty.routines.PixelRegressionRoutine method) (torch_uncertainty.routines.RegressionRoutine method) (torch_uncertainty.routines.SegmentationRoutine method) FPR95 (class in torch_uncertainty.metrics.classification) FPRx (class in torch_uncertainty.metrics.classification) Fractals (class in torch_uncertainty.datasets) freeze() (torch_uncertainty.layers.bayesian.BayesLinear method) FrostImages (class in torch_uncertainty.datasets) G GroupingLoss (class in torch_uncertainty.metrics.classification) H HTRU2 (class in torch_uncertainty.datasets.classification.uci) HTRU2DataModule (class in torch_uncertainty.datamodules) I ImageNetA (class in torch_uncertainty.datasets.classification) ImageNetC (class in torch_uncertainty.datasets.classification) ImageNetDataModule (class in torch_uncertainty.datamodules) ImageNetO (class in torch_uncertainty.datasets.classification) ImageNetR (class in torch_uncertainty.datasets.classification) initialize_stats() (torch_uncertainty.models.SWAG method) K KITTIDepth (class in torch_uncertainty.datasets) KLDiv (class in torch_uncertainty.losses) L LaplaceApprox (class in torch_uncertainty.post_processing) Log10 (class in torch_uncertainty.metrics.regression) log_segmentation_plots() (torch_uncertainty.routines.SegmentationRoutine method) LPBNNConv2d (class in torch_uncertainty.layers.bayesian) LPBNNLinear (class in torch_uncertainty.layers.bayesian) M make_dataset() (torch_uncertainty.datasets.classification.CIFAR10C method) (torch_uncertainty.datasets.classification.MNISTC method) MaskedConv2d (class in torch_uncertainty.layers) MaskedLinear (class in torch_uncertainty.layers) MatrixScaler (class in torch_uncertainty.post_processing) mc_dropout() (in module torch_uncertainty.models) MCBatchNorm (class in torch_uncertainty.post_processing) MCDropout (class in torch_uncertainty.models) MeanAbsoluteErrorInverse (class in torch_uncertainty.metrics.regression) MeanGTRelativeAbsoluteError (class in torch_uncertainty.metrics.regression) MeanGTRelativeSquaredError (class in torch_uncertainty.metrics.regression) MeanIntersectionOverUnion (class in torch_uncertainty.metrics.classification) MeanSquaredErrorInverse (class in torch_uncertainty.metrics.regression) MeanSquaredLogError (class in torch_uncertainty.metrics.regression) MLPBaseline (class in torch_uncertainty.baselines.regression) MNISTC (class in torch_uncertainty.datasets.classification) MNISTDataModule (class in torch_uncertainty.datamodules) MUAD (class in torch_uncertainty.datasets) MUADDataModule (class in torch_uncertainty.datamodules.segmentation) MutualInformation (class in torch_uncertainty.metrics.classification) N NotMNIST (class in torch_uncertainty.datasets.classification) NYUv2 (class in torch_uncertainty.datasets) O OnlineShoppers (class in torch_uncertainty.datasets.classification.uci) OnlineShoppersDataModule (class in torch_uncertainty.datamodules) OpenImageO (class in torch_uncertainty.datasets.classification) P PackedConv2d (class in torch_uncertainty.layers) PackedLinear (class in torch_uncertainty.layers) partial_compute() (torch_uncertainty.metrics.classification.AURC method) PixelRegressionRoutine (class in torch_uncertainty.routines) plot() (torch_uncertainty.metrics.AUSE method) (torch_uncertainty.metrics.classification.AUGRC method) (torch_uncertainty.metrics.classification.AURC method) plot_sample() (torch_uncertainty.datasets.segmentation.Cityscapes method) prepare_data() (torch_uncertainty.datamodules.MNISTDataModule method) (torch_uncertainty.datamodules.UCIRegressionDataModule method) R raise_counters() (torch_uncertainty.post_processing.MCBatchNorm method) RegressionRoutine (class in torch_uncertainty.routines) replace_layers() (torch_uncertainty.post_processing.MCBatchNorm method) reset_counters() (torch_uncertainty.post_processing.MCBatchNorm method) ResNetBaseline (class in torch_uncertainty.baselines.classification) RiskAt80Cov (class in torch_uncertainty.metrics.classification) RiskAtxCov (class in torch_uncertainty.metrics.classification) S sample() (torch_uncertainty.layers.bayesian.BayesLinear method) (torch_uncertainty.models.SWAG method) SegFormerBaseline (class in torch_uncertainty.baselines.segmentation) SegmentationRoutine (class in torch_uncertainty.routines) set_accumulate() (torch_uncertainty.post_processing.MCBatchNorm method) set_temperature() (torch_uncertainty.post_processing.MatrixScaler method) (torch_uncertainty.post_processing.TemperatureScaler method) (torch_uncertainty.post_processing.VectorScaler method) setup() (torch_uncertainty.datamodules.UCIRegressionDataModule method) SILog (class in torch_uncertainty.metrics.regression) SpamBase (class in torch_uncertainty.datasets.classification.uci) SpamBaseDataModule (class in torch_uncertainty.datamodules) state_dict() (torch_uncertainty.models.SWAG method) StochasticModel (class in torch_uncertainty.models) SWA (class in torch_uncertainty.models) SWAG (class in torch_uncertainty.models) T TemperatureScaler (class in torch_uncertainty.post_processing) test_dataloader() (torch_uncertainty.datamodules.CIFAR100DataModule method) (torch_uncertainty.datamodules.CIFAR10DataModule method) (torch_uncertainty.datamodules.ImageNetDataModule method) (torch_uncertainty.datamodules.MNISTDataModule method) (torch_uncertainty.datamodules.TinyImageNetDataModule method) ThresholdAccuracy (class in torch_uncertainty.metrics.regression) TinyImageNet (class in torch_uncertainty.datasets.classification) TinyImageNetC (class in torch_uncertainty.datasets.classification) TinyImageNetDataModule (class in torch_uncertainty.datamodules) train() (torch_uncertainty.models.MCDropout method) train_dataloader() (torch_uncertainty.datamodules.CIFAR100DataModule method) (torch_uncertainty.datamodules.CIFAR10DataModule method) (torch_uncertainty.datamodules.TinyImageNetDataModule method) U UCIRegression (class in torch_uncertainty.datasets.regression) UCIRegressionDataModule (class in torch_uncertainty.datamodules) unfreeze() (torch_uncertainty.layers.bayesian.BayesLinear method) update() (torch_uncertainty.metrics.AUSE method) (torch_uncertainty.metrics.classification.AURC method) (torch_uncertainty.metrics.classification.BrierScore method) (torch_uncertainty.metrics.classification.CategoricalNLL method) (torch_uncertainty.metrics.classification.CovAtxRisk method) (torch_uncertainty.metrics.classification.Disagreement method) (torch_uncertainty.metrics.classification.Entropy method) (torch_uncertainty.metrics.classification.FPRx method) (torch_uncertainty.metrics.classification.GroupingLoss method) (torch_uncertainty.metrics.classification.MutualInformation method) (torch_uncertainty.metrics.classification.RiskAtxCov method) (torch_uncertainty.metrics.regression.DistributionNLL method) (torch_uncertainty.metrics.regression.Log10 method) (torch_uncertainty.metrics.regression.MeanAbsoluteErrorInverse method) (torch_uncertainty.metrics.regression.MeanGTRelativeAbsoluteError method) (torch_uncertainty.metrics.regression.MeanGTRelativeSquaredError method) (torch_uncertainty.metrics.regression.MeanSquaredErrorInverse method) (torch_uncertainty.metrics.regression.MeanSquaredLogError method) (torch_uncertainty.metrics.regression.SILog method) (torch_uncertainty.metrics.regression.ThresholdAccuracy method) update_wrapper() (torch_uncertainty.models.CheckpointEnsemble method) (torch_uncertainty.models.EMA method) (torch_uncertainty.models.SWAG method) V val_dataloader() (torch_uncertainty.datamodules.TinyImageNetDataModule method) VariationRatio (class in torch_uncertainty.metrics.classification) VectorScaler (class in torch_uncertainty.post_processing) VGGBaseline (class in torch_uncertainty.baselines.classification) W weight (torch_uncertainty.layers.PackedConv2d property) WideResNetBaseline (class in torch_uncertainty.baselines.classification)
