Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | Z _ __call__() (HMB.PyTorchHelper.PyTorchVideoTransforms method) __getitem__() (HMB.DatasetsHelper.PyTorchCustomDataset method) (HMB.DatasetsHelper.PyTorchSegmentationDataset method) (HMB.DatasetsHelper.PyTorchVideoClassificationDataset method) (HMB.DatasetsHelper.RawImageFolder method) (HMB.TFHelper.ViTPatchDataGeneratorFromDataFrame method) (HMB.TFHelper.ViTPatchDataGeneratorFromFolder method) __init__() (HMB.AgentsHelper.CountBonusQLAgent method) (HMB.AgentsHelper.DoubleQLearningAgent method) (HMB.AgentsHelper.DynaQAgent method) (HMB.AgentsHelper.GreedyAgent method) (HMB.AgentsHelper.MonteCarloAgent method) (HMB.AgentsHelper.NStepTDAgent method) (HMB.AgentsHelper.PrioritizedSweepingAgent method) (HMB.AgentsHelper.QAgent method) (HMB.AgentsHelper.QLambdaAgent method) (HMB.AgentsHelper.RandomAgent method) (HMB.AgentsHelper.SARSALambdaAgent method) (HMB.AgentsHelper.SoftmaxPolicyAgent method) (HMB.AgentsHelper.UCB1Agent method) (HMB.DatasetsHelper.GenericImagesDatasetHandler method) (HMB.DatasetsHelper.PyTorchCustomDataset method) (HMB.DatasetsHelper.PyTorchSegmentationDataset method) (HMB.DatasetsHelper.PyTorchVideoClassificationDataset method) (HMB.DatasetsHelper.RawImageFolder method) (HMB.DatasetsHelper.TFFolderBasedDataPipeline method) (HMB.EmbeddingsToTextHelper.EmbeddingsToTextModel method) (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) (HMB.ImagesHelper.MultiChannelFeatureExtractor method) (HMB.ImagesNormalization.HistogramColorNormalization method) (HMB.ImagesNormalization.MacenkoColorNormalization method) (HMB.ImagesNormalization.ReinhardColorNormalization method) (HMB.ImagesNormalization.VahadaneColorNormalization method) (HMB.ImagesToEmbeddings.TransformersEmbeddingModel method) (HMB.MachineLearningHelper.OptunaTuningClassification method) (HMB.PyTorchHelper.PyTorchCrossAttentionHead method) (HMB.PyTorchHelper.PyTorchVideoTransforms method) (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) (HMB.StringsHelper.StringsHelper method) (HMB.TextGenerationMetrics.TextGenerationMetrics method) (HMB.TextHelper.HuggingFaceTextSummarizer method) (HMB.TextHelper.TextSemanticShield method) (HMB.TFAttentionBlocks.AttentionAugmentedConv method) (HMB.TFAttentionBlocks.AxialAttention method) (HMB.TFAttentionBlocks.BAMBlock method) (HMB.TFAttentionBlocks.CBAMBlock method) (HMB.TFAttentionBlocks.ChannelAttentionModule method) (HMB.TFAttentionBlocks.CoordAttention method) (HMB.TFAttentionBlocks.CrissCrossAttention method) (HMB.TFAttentionBlocks.CrissCrossWrapperBlock method) (HMB.TFAttentionBlocks.DANetBlock method) (HMB.TFAttentionBlocks.ECABlock method) (HMB.TFAttentionBlocks.GCBlock method) (HMB.TFAttentionBlocks.MultiHeadSelfAttention method) (HMB.TFAttentionBlocks.NonLocalBlock method) (HMB.TFAttentionBlocks.PositionAttentionModule method) (HMB.TFAttentionBlocks.SCSEBlock method) (HMB.TFAttentionBlocks.SEBlock method) (HMB.TFAttentionBlocks.SKBlock method) (HMB.TFAttentionBlocks.TripletAttention method) (HMB.TFHelper.SubpixelConv2D method) (HMB.TFHelper.ViTPatchDataGeneratorFromFolder method) (HMB.TFSegmentationLosses.DiceBCELoss method) (HMB.TFSegmentationLosses.DiceLoss method) (HMB.TFSegmentationLosses.FocalLoss method) (HMB.TFSegmentationLosses.GeneralizedDiceLoss method) (HMB.TFSegmentationLosses.JaccardLoss method) (HMB.TFSegmentationLosses.TverskyLoss method) (HMB.TFUNetHelper.ASPP method) (HMB.TFUNetHelper.AttentionGate method) (HMB.TFUNetHelper.CBAM method) (HMB.TFUNetHelper.ChannelAttn method) (HMB.TFUNetHelper.ConfigConv method) (HMB.TFUNetHelper.DenseBlock method) (HMB.TFUNetHelper.DepthwiseSeparableConv method) (HMB.TFUNetHelper.DoubleConv method) (HMB.TFUNetHelper.MultiResBlock method) (HMB.TFUNetHelper.PatchEmbedding method) (HMB.TFUNetHelper.RecurrentConvLayer method) (HMB.TFUNetHelper.ResidualBlock method) (HMB.TFUNetHelper.SEBlock method) (HMB.TFUNetHelper.SegNet method) (HMB.TFUNetHelper.SpatialAttn method) (HMB.TFUNetHelper.TransformerBlock method) __len__() (HMB.DatasetsHelper.PyTorchCustomDataset method) (HMB.DatasetsHelper.PyTorchSegmentationDataset method) (HMB.DatasetsHelper.PyTorchVideoClassificationDataset method) (HMB.DatasetsHelper.RawImageFolder method) (HMB.TFHelper.ViTPatchDataGeneratorFromDataFrame method) A AddGaussianNoise() (in module HMB.ImagesHelper) AddPDFBookmark() (in module HMB.PDFHelper) AddSaltPepperNoise() (in module HMB.ImagesHelper) AddShotNoise() (in module HMB.ImagesHelper) AddSpeckleNoise() (in module HMB.ImagesHelper) AffineCovariance() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) AffineMean() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) AggregateClasswiseUncertainty() (in module HMB.TFHelper) Angle() (HMB.VectorsHelper.VectorsHelper method) AppendOrCreateNewCSV() (in module HMB.Utils) AppendOrCreateNewDataFrameCSV() (in module HMB.Utils) apply_shadow() (HMB.PyTorchHelper.ExponentialMovingAverage method) ApplyAugmentation() (in module HMB.DataAugmentationHelper) ApplyCryptographicMask() (HMB.TextHelper.TextSemanticShield method) ApplyDynamicQuantizationTorch() (in module HMB.PyTorchHelper) ApplyHeatmapOverlay() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ApplyJPEGCompression() (in module HMB.ImagesHelper) ApplyLanguageToolCorrections() (in module HMB.TextHelper) ApplyLUT() (in module HMB.ImagesNormalization) ApplyReinhard() (in module HMB.ImagesNormalization) ApplyYOLOPruning() (in module HMB.YOLOHelper) ArabicCharRatio() (HMB.ArabicTextHelper.ArabicTextHelper method) ArabicISRIStemmerPreprocessing() (HMB.ArabicTextHelper.ArabicTextHelper method) ArabicQalsadiLemmatizerPreprocessing() (HMB.ArabicTextHelper.ArabicTextHelper method) ArabicRegexPreprocessing() (HMB.ArabicTextHelper.ArabicTextHelper method) ArabicStopwordsRemovalPreprocessing() (HMB.ArabicTextHelper.ArabicTextHelper method) ArabicTextHelper (class in HMB.ArabicTextHelper) ArabicToEnglishNumbers() (HMB.ArabicTextHelper.ArabicTextHelper method) ArabicWordCount() (HMB.ArabicTextHelper.ArabicTextHelper method) Area() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) ASPP (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) ASPPUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) AssessMethods() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) AttentionAugmentedConv (class in HMB.TFAttentionBlocks) AttentionConcatenate() (in module HMB.TFHelper) AttentionGate (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) AttentionLayer() (in module HMB.TFHelper) AttentionMapsVisualizer (class in HMB.AttentionMapsHelper) AttentionUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) AttentionWeightedVoting() (HMB.VotingHelper.VotingHelper method) AudiosHelper (class in HMB.AudioHelper) AutoDetectStructure() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) AutoIntAttentionLayer (class in HMB.PyTorchTabularModelsZoo) AutoIntModel (class in HMB.PyTorchTabularModelsZoo) AVAILABLE_CAM_METHODS (HMB.ExplainabilityHelper.CAMExplainerPyTorch attribute) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow attribute) AverageVoting() (HMB.VotingHelper.VotingHelper method) AxialAttention (class in HMB.TFAttentionBlocks) B BackTranslateDeepRestructure() (in module HMB.TextHelper) BagOfWords() (HMB.TextHelper.TextHelper method) BAMBlock (class in HMB.TFAttentionBlocks) BatchNormalizeHistopathologyImages() (in module HMB.WSIHelper) BayesianModelAveraging() (HMB.VotingHelper.VotingHelper method) BenjaminiHochberg() (in module HMB.StatisticalAnalysisHelper) BhattacharyyaDistance() (in module HMB.ImagesComparisonMetrics) BinaryFocalLoss (class in HMB.PyTorchClassificationLosses) BordaCountVoting() (HMB.VotingHelper.VotingHelper method) BoundaryAwareUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) BRISQUE() (in module HMB.ImagesComparisonMetrics) build() (HMB.TFAttentionBlocks.AttentionAugmentedConv method) (HMB.TFAttentionBlocks.AxialAttention method) (HMB.TFAttentionBlocks.BAMBlock method) (HMB.TFAttentionBlocks.CBAMBlock method) (HMB.TFAttentionBlocks.ChannelAttentionModule method) (HMB.TFAttentionBlocks.CoordAttention method) (HMB.TFAttentionBlocks.CrissCrossAttention method) (HMB.TFAttentionBlocks.CrissCrossWrapperBlock method) (HMB.TFAttentionBlocks.DANetBlock method) (HMB.TFAttentionBlocks.ECABlock method) (HMB.TFAttentionBlocks.GCBlock method) (HMB.TFAttentionBlocks.MultiHeadSelfAttention method) (HMB.TFAttentionBlocks.NonLocalBlock method) (HMB.TFAttentionBlocks.PositionAttentionModule method) (HMB.TFAttentionBlocks.SCSEBlock method) (HMB.TFAttentionBlocks.SEBlock method) (HMB.TFAttentionBlocks.SKBlock method) (HMB.TFAttentionBlocks.TripletAttention method) (HMB.TFUNetHelper.SegNet method) (HMB.TFUNetHelper.VNet method) BuildDecoderLayers() (HMB.TFUNetHelper.SegNet method) BuildEncoderLayers() (HMB.TFUNetHelper.SegNet method) BuildFunctionalModel() (HMB.TFUNetHelper.SegNet method) BuildLBPKernel() (in module HMB.HandCraftedFeatures) BuildManifest() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) BuildOptimizer() (in module HMB.TFHelper) BuildOutputHead() (HMB.TFUNetHelper.SegNet method) BuildPretrainedAttentionModel() (in module HMB.TFHelper) C CalculateAccuracy() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateAllMetrics() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateAverageCDFs() (in module HMB.ImagesHelper) CalculateBLEU() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateCDF() (in module HMB.ImagesHelper) CalculateCHRF() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateContextualSimilarity() (in module HMB.TextHelper) CalculateDynamicTemperature() (in module HMB.TextHelper) CalculateEditDistance() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateEnglishCorrectnessScore() (in module HMB.TextHelper) CalculateF1Score() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateFactualityScore() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateFluencyScore() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateGLCMCooccuranceMatrix() (in module HMB.HandCraftedFeatures) CalculateGLCMCooccuranceMatrix3D() (in module HMB.HandCraftedFeatures) CalculateGLCMFeaturesOptimized() (in module HMB.HandCraftedFeatures) CalculateGLRLMFeatures() (in module HMB.HandCraftedFeatures) CalculateGLRLMRunLengthMatrix() (in module HMB.HandCraftedFeatures) CalculateGLRLMRunLengthMatrix3D() (in module HMB.HandCraftedFeatures) CalculateGLSZMFeatures() (in module HMB.HandCraftedFeatures) CalculateGLSZMSizeZoneMatrix() (in module HMB.HandCraftedFeatures) CalculateGLSZMSizeZoneMatrix3D() (in module HMB.HandCraftedFeatures) CalculateHallucinationRate() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateInformationDensity() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateJaccardSimilarity() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateLengthRatio() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateLexicalDiversity() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateMaskedLikelihoodDelta() (in module HMB.TextHelper) CalculateMETEOR() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateNeuralPerplexity() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateOmissionRate() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculatePerformanceMetrics() (in module HMB.PerformanceMetrics) CalculatePerplexity() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateReadabilityScore() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateRepetitionRate() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateROUGE() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalculateSemanticSimilarity() (HMB.TextGenerationMetrics.TextGenerationMetrics method) CalibrationAwareVoting() (HMB.VotingHelper.VotingHelper method) call() (HMB.TFAttentionBlocks.AttentionAugmentedConv method) (HMB.TFAttentionBlocks.AxialAttention method) (HMB.TFAttentionBlocks.BAMBlock method) (HMB.TFAttentionBlocks.CBAMBlock method) (HMB.TFAttentionBlocks.ChannelAttentionModule method) (HMB.TFAttentionBlocks.CoordAttention method) (HMB.TFAttentionBlocks.CrissCrossAttention method) (HMB.TFAttentionBlocks.CrissCrossWrapperBlock method) (HMB.TFAttentionBlocks.DANetBlock method) (HMB.TFAttentionBlocks.ECABlock method) (HMB.TFAttentionBlocks.GCBlock method) (HMB.TFAttentionBlocks.MultiHeadSelfAttention method) (HMB.TFAttentionBlocks.NonLocalBlock method) (HMB.TFAttentionBlocks.PositionAttentionModule method) (HMB.TFAttentionBlocks.SCSEBlock method) (HMB.TFAttentionBlocks.SEBlock method) (HMB.TFAttentionBlocks.SKBlock method) (HMB.TFAttentionBlocks.TripletAttention method) (HMB.TFHelper.SubpixelConv2D method) (HMB.TFSegmentationLosses.DiceBCELoss method) (HMB.TFSegmentationLosses.DiceLoss method) (HMB.TFSegmentationLosses.FocalLoss method) (HMB.TFSegmentationLosses.GeneralizedDiceLoss method) (HMB.TFSegmentationLosses.JaccardLoss method) (HMB.TFSegmentationLosses.TverskyLoss method) (HMB.TFUNetHelper.ASPP method) (HMB.TFUNetHelper.ASPPUNet method) (HMB.TFUNetHelper.AttentionGate method) (HMB.TFUNetHelper.AttentionUNet method) (HMB.TFUNetHelper.BoundaryAwareUNet method) (HMB.TFUNetHelper.CBAM method) (HMB.TFUNetHelper.CBAMUNet method) (HMB.TFUNetHelper.ChannelAttn method) (HMB.TFUNetHelper.ConfigConv method) (HMB.TFUNetHelper.DenseBlock method) (HMB.TFUNetHelper.DenseUNet method) (HMB.TFUNetHelper.DepthwiseSeparableConv method) (HMB.TFUNetHelper.DoubleConv method) (HMB.TFUNetHelper.DynamicUNet method) (HMB.TFUNetHelper.EfficientUNet method) (HMB.TFUNetHelper.MobileUNet method) (HMB.TFUNetHelper.MultiResBlock method) (HMB.TFUNetHelper.MultiResUNet method) (HMB.TFUNetHelper.PatchEmbedding method) (HMB.TFUNetHelper.R2UNet method) (HMB.TFUNetHelper.RecurrentConvLayer method) (HMB.TFUNetHelper.ResidualAttentionUNet method) (HMB.TFUNetHelper.ResidualBlock method) (HMB.TFUNetHelper.ResidualUNet method) (HMB.TFUNetHelper.SEBlock method) (HMB.TFUNetHelper.SegNet method) (HMB.TFUNetHelper.SEUNet method) (HMB.TFUNetHelper.SpatialAttn method) (HMB.TFUNetHelper.TransformerBlock method) (HMB.TFUNetHelper.TransUNet method) (HMB.TFUNetHelper.UNet method) (HMB.TFUNetHelper.VNet method) CAMExplainerPyTorch (class in HMB.ExplainabilityHelper) CAMExplainerTensorFlow (class in HMB.ExplainabilityHelper) CamTypeToFolderName() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) CausalInvariantVoting() (HMB.VotingHelper.VotingHelper method) CBAM (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) CBAMBlock (class in HMB.TFAttentionBlocks) CBAMUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) Centroid() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) ChangeBasis() (HMB.VectorsHelper.VectorsHelper method) ChangeBrightness() (in module HMB.ImagesHelper) ChangeContrast() (in module HMB.ImagesHelper) ChannelAttentionModule (class in HMB.TFAttentionBlocks) ChannelAttn (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) CheckAssumptions() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) CheckIfPNGImageIsNotTruncated() (in module HMB.ImagesHelper) CheckInstalledModules() (in module HMB.Initializations) CheckpointSaver (class in HMB.PyTorchHelper) ChiSquared() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) ChooseAction() (HMB.AgentsHelper.DoubleQLearningAgent method) (HMB.AgentsHelper.GreedyAgent method) (HMB.AgentsHelper.MonteCarloAgent method) (HMB.AgentsHelper.NStepTDAgent method) (HMB.AgentsHelper.PrioritizedSweepingAgent method) (HMB.AgentsHelper.QAgent method) (HMB.AgentsHelper.RandomAgent method) (HMB.AgentsHelper.SoftmaxPolicyAgent method) (HMB.AgentsHelper.UCB1Agent method) Chunking() (HMB.TextHelper.TextHelper method) CleanAndNormalize() (HMB.ArabicTextHelper.ArabicTextHelper method) CleanText() (in module HMB.TextHelper) ClearTensorFlowSession() (in module HMB.Initializations) ClusteringImageKMeans() (in module HMB.ImagesHelper) CodeCarbonCodeEstimation() (in module HMB.Utils) CohensDPaired() (in module HMB.StatisticalAnalysisHelper) CollateFn() (HMB.PyTorchHelper.PyTorchVideoTransforms static method) ColorJitter() (in module HMB.ImagesHelper) ColumnsMean() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) CompileTrainTFUNetModel() (in module HMB.TFHelper) Compress() (HMB.StringsHelper.StringsHelper method) CompressionsHelper (class in HMB.CompressionsHelper) compute_output_shape() (HMB.TFHelper.SubpixelConv2D method) ComputeAblationCamSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeAChannelLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeAndPlotDeformationFieldViaFarneback() (in module HMB.ImagesHelper) ComputeAverageSymmetricSurfaceDistance() (in module HMB.ImageSegmentationMetrics) ComputeBalancedAccuracy() (in module HMB.ImageSegmentationMetrics) ComputeBCaBootstrap() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) ComputeBCELoss() (in module HMB.ImageSegmentationMetrics) ComputeBChannelLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeBoundaryF1Score() (in module HMB.ImageSegmentationMetrics) ComputeBrierScore() (in module HMB.PerformanceMetrics) ComputeCanny() (in module HMB.HandCraftedFeatures) ComputeCannyLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeCLAHE() (in module HMB.HandCraftedFeatures) ComputeClusteringLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeCohensKappa() (in module HMB.ImageSegmentationMetrics) ComputeComboLoss() (in module HMB.ImageSegmentationMetrics) ComputeDice() (in module HMB.ImageSegmentationMetrics) ComputeDistanceTransform() (in module HMB.HandCraftedFeatures) ComputeDoGLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeECE() (in module HMB.PerformanceMetrics) ComputeECEPlotReliability() (in module HMB.PerformanceMetrics) ComputeEdgeLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeEigenCamSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeEnergyScore() (in module HMB.TFHelper) ComputeEntropyLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeEosinLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeF1Score() (in module HMB.ImageSegmentationMetrics) ComputeFNR() (in module HMB.ImageSegmentationMetrics) ComputeFocalLoss() (in module HMB.ImageSegmentationMetrics) ComputeFocalTverskyLoss() (in module HMB.ImageSegmentationMetrics) ComputeFPR() (in module HMB.ImageSegmentationMetrics) ComputeFrangiLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeGaborLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeGaborResponses() (in module HMB.HandCraftedFeatures) ComputeGlobalConsistencyError() (in module HMB.ImageSegmentationMetrics) ComputeGradCamPlusPlusSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeGradCamSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeGradXInput() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeHausdorffDistance() (in module HMB.ImageSegmentationMetrics) ComputeHematoxylinLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeHMBLoss() (in module HMB.ImageSegmentationMetrics) ComputeHogImage() (in module HMB.HandCraftedFeatures) ComputeHogLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeHueLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeIntegratedGradients() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeIoU() (in module HMB.ImageSegmentationMetrics) ComputeLaplacianLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeLayerCamSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeLightnessLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeLocalEntropy() (in module HMB.HandCraftedFeatures) ComputeLocalVarianceLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeLPQImage() (in module HMB.HandCraftedFeatures) ComputeMatthewsCorrelationCoefficient() (in module HMB.ImageSegmentationMetrics) ComputeMeanAveragePrecision() (in module HMB.ImageSegmentationMetrics) ComputeMeanSurfaceDistance() (in module HMB.ImageSegmentationMetrics) ComputeMonteCarloUncertaintyMeasures() (in module HMB.PerformanceMetrics) ComputeMSELoss() (in module HMB.ImageSegmentationMetrics) ComputeMultiGaborLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeOcclusion() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputePixelAccuracy() (in module HMB.ImageSegmentationMetrics) ComputePrecision() (in module HMB.ImageSegmentationMetrics) ComputeProfileFLOPs() (in module HMB.PyTorchHelper) ComputeRecall() (in module HMB.ImageSegmentationMetrics) ComputeSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeSaliencyMap() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeSatoLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeSaturationLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeScoreCamSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeShapValues() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) (in module HMB.ExplainabilityHelper) ComputeSmoothGrad() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeSmoothGradCamPlusPlusSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ComputeSobelMaps() (in module HMB.HandCraftedFeatures) ComputeSpecificity() (in module HMB.ImageSegmentationMetrics) ComputeStainLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeTanimotoLoss() (in module HMB.ImageSegmentationMetrics) ComputeTextureLayer() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ComputeTversky() (in module HMB.ImageSegmentationMetrics) ComputeUncertaintyStats() (in module HMB.TFHelper) ComputeVolumetricOverlapError() (in module HMB.ImageSegmentationMetrics) ComputeXGradCamSaliency() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ConcatenateBlock() (in module HMB.TFHelper) ConcentrateStainMatrixMacenko() (in module HMB.ImagesNormalization) CondorcetVoting() (HMB.VotingHelper.VotingHelper method) ConfidenceInterval() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) ConfidenceWeightedVoting() (HMB.VotingHelper.VotingHelper method) ConfigConv (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) ConformalPredictionVoting() (HMB.VotingHelper.VotingHelper method) ContrastiveClassifier (class in HMB.PyTorchTabularModelsZoo) ContrastiveEncoder (class in HMB.PyTorchTabularModelsZoo) Conv2DBlock() (in module HMB.TFHelper) ConvertToJsonSerializable() (in module HMB.Utils) CoordAttention (class in HMB.TFAttentionBlocks) CopelandVoting() (HMB.VotingHelper.VotingHelper method) CorrectGrammar() (in module HMB.TextHelper) CorrelationAwareWeightedVoting() (HMB.VotingHelper.VotingHelper method) CosineSimilarity() (HMB.TextHelper.TextHelper method) (HMB.VectorsHelper.VectorsHelper method) CosineSimilarityImages() (in module HMB.ImagesComparisonMetrics) Count() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) CountBonusQLAgent (class in HMB.AgentsHelper) CountDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) CovarianceMatrix() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) CreateAnnotatedVisualization() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) CreateAverageHistogram() (in module HMB.ImagesNormalization) CreateConfigFile() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) CreateFitPretrainedAttentionModel() (in module HMB.TFHelper) CreateLUTFromHistogram() (in module HMB.ImagesNormalization) CreateSegmentationDataLoaders() (in module HMB.DatasetsHelper) CreateTimmModel() (in module HMB.PyTorchHelper) CreateUNet() (in module HMB.PyTorchUNetModelsZoo) (in module HMB.TFUNetHelper) CreateYAML() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) CrissCrossAttention (class in HMB.TFAttentionBlocks) CrissCrossWrapperBlock (class in HMB.TFAttentionBlocks) CrossEntropyLossWrapper (class in HMB.PyTorchClassificationLosses) CrossLayer (class in HMB.PyTorchTabularModelsZoo) CrossProduct() (HMB.VectorsHelper.VectorsHelper method) CubicMeanVoting() (HMB.VotingHelper.VotingHelper method) CumulativeDistributionFunction() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) CumulativeFrequency() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) D DANetBlock (class in HMB.TFAttentionBlocks) DecodeLabel() (HMB.DatasetsHelper.RawImageFolder method) DecryptPDF() (in module HMB.PDFHelper) DeepCrossNetwork (class in HMB.PyTorchTabularModelsZoo) default() (HMB.Utils.NumpyEncoder method) DeletePDFPages() (in module HMB.PDFHelper) DeletionFaithfulness() (in module HMB.ExplainabilityHelper) DenseBlock (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) DenseUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) DepthwiseSeparableConv (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) DescriptiveStatistics() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) DetectFlatStructure() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) DetectNestedStructure() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) DetectPreSplitStructure() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) DiceBCELoss (class in HMB.PyTorchSegmentationLosses) (class in HMB.TFSegmentationLosses) DiceLoss (class in HMB.PyTorchSegmentationLosses) (class in HMB.TFSegmentationLosses) DiscoverCsvFiles() (in module HMB.DatasetsHelper) DispersionRatio() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) Distance() (HMB.VectorsHelper.VectorsHelper method) DiversityWeightedVoting() (HMB.VotingHelper.VotingHelper method) Doc2Vec() (HMB.TextHelper.TextHelper method) DoRandomSeeding() (in module HMB.Initializations) DotProduct() (HMB.VectorsHelper.VectorsHelper method) DoubleConv (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) DoubleQLearningAgent (class in HMB.AgentsHelper) DownloadNLTKPackages() (in module HMB.Initializations) DownResidualBlock() (in module HMB.TFHelper) DownSamplingBlock() (in module HMB.TFHelper) DownscaleImage() (in module HMB.ImagesHelper) DrawPolygonOnImage() (in module HMB.WSIHelper) DropoutBlock() (in module HMB.TFHelper) DumpJsonFile() (in module HMB.Utils) Dynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) DynamicEnsembleSelectionVoting() (HMB.VotingHelper.VotingHelper method) DynamicUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) DynaQAgent (class in HMB.AgentsHelper) E EarlyStopping (class in HMB.PyTorchHelper) EarthMoversDistance() (in module HMB.ImagesComparisonMetrics) ECABlock (class in HMB.TFAttentionBlocks) EfficientUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) EmbeddingsToTextModel (class in HMB.EmbeddingsToTextHelper) EmpiricalCumulativeDistributionFunction() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) EnableMixedPrecision() (in module HMB.PyTorchHelper) EncodeLabel() (HMB.DatasetsHelper.RawImageFolder method) EncodeMask() (HMB.DatasetsHelper.PyTorchSegmentationDataset method) EncryptPDF() (in module HMB.PDFHelper) EndEpisodeAndUpdate() (HMB.AgentsHelper.MonteCarloAgent method) EnforceTemporalConsistency() (in module HMB.TextHelper) EnsureCUDAAvailable() (in module HMB.Initializations) Entropy() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) EntropyWeightedVoting() (HMB.VotingHelper.VotingHelper method) EuclideanDistance() (HMB.TextHelper.TextHelper method) EvaluateAndSaveYoloClassifications() (in module HMB.YOLOHelper) EvaluateAndSaveYoloDetections() (in module HMB.YOLOHelper) EvaluateMethodApplicability() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) EvaluateModelOnPerturbations() (in module HMB.PyTorchHelper) EvaluateOneEpoch() (in module HMB.PyTorchTrainingPipeline) EvaluatePredictPlotSubset() (in module HMB.YOLOHelper) EvaluatePretrainedAttentionModelFromDataFrame() (in module HMB.TFHelper) ExpectedSARSAAgent (class in HMB.AgentsHelper) ExplanationStability() (in module HMB.ExplainabilityHelper) ExponentialMovingAverage (class in HMB.PyTorchHelper) ExportYOLO2ONNX() (in module HMB.YOLOHelper) ExportYOLO2TorchScript() (in module HMB.YOLOHelper) ExtractAllFeatureLayers() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ExtractAttentionWeights() (in module HMB.ExplainabilityHelper) ExtractAudioFeaturesViaParselmouth() (HMB.AudioHelper.AudiosHelper method) ExtractBACHAnnotationsFromXML() (in module HMB.WSIHelper) ExtractDataFromSummaryFile() (in module HMB.StatisticalAnalysisHelper) ExtractEmbeddingsTimm() (in module HMB.ImagesToEmbeddings) ExtractFileUsing7zfile() (HMB.CompressionsHelper.CompressionsHelper method) ExtractFileUsingRarfile() (HMB.CompressionsHelper.CompressionsHelper method) ExtractFileUsingTarfile() (HMB.CompressionsHelper.CompressionsHelper method) ExtractFileUsingUnrar() (HMB.CompressionsHelper.CompressionsHelper method) ExtractFileUsingUnzip() (HMB.CompressionsHelper.CompressionsHelper method) ExtractFileUsingZipfile() (HMB.CompressionsHelper.CompressionsHelper method) ExtractLargestContour() (in module HMB.ImagesHelper) ExtractModel() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) ExtractMultipleObjectsFromROI() (in module HMB.ImagesHelper) ExtractPatch() (in module HMB.WSIHelper) ExtractPatchesFromWSI() (in module HMB.WSIHelper) ExtractPDFAnnotations() (in module HMB.PDFHelper) ExtractPDFFonts() (in module HMB.PDFHelper) ExtractPDFImages() (in module HMB.PDFHelper) ExtractPDFLinks() (in module HMB.PDFHelper) ExtractPDFMetadata() (in module HMB.PDFHelper) ExtractPDFTables() (in module HMB.PDFHelper) ExtractPDFTextByRegex() (in module HMB.PDFHelper) ExtractPyramidalWSITiles() (in module HMB.WSIHelper) ExtractRandomTilesFromImages() (in module HMB.WSIHelper) ExtractRegionTiles() (in module HMB.WSIHelper) ExtractRegionTilesFromBoundingBox() (in module HMB.WSIHelper) ExtractSpecificFeatureLayers() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) ExtractWSIRegion() (in module HMB.WSIHelper) ExtractWSITissueContour() (in module HMB.WSIHelper) ExtractYOLOModelSize() (in module HMB.YOLOHelper) F FeatureBasedSimilarity() (in module HMB.ImagesComparisonMetrics) FedAvgVoting() (HMB.VotingHelper.VotingHelper method) FindConnectedRegions() (in module HMB.HandCraftedFeatures) FindConnectedRegions3D() (in module HMB.HandCraftedFeatures) FindCounterfactual() (in module HMB.ExplainabilityHelper) FindGlobalPoolingLayer() (in module HMB.TFHelper) FindStainMatrixMacenko() (in module HMB.ImagesNormalization) FindStainMatrixVahadane() (in module HMB.ImagesNormalization) FirstOrderFeatures2D() (in module HMB.HandCraftedFeatures) FirstOrderFeatures2DV2() (in module HMB.HandCraftedFeatures) Fit() (HMB.DatasetsHelper.TabularPreprocessor method) (HMB.ImagesNormalization.HistogramColorNormalization method) (HMB.ImagesNormalization.MacenkoColorNormalization method) (HMB.ImagesNormalization.ReinhardColorNormalization method) (HMB.ImagesNormalization.VahadaneColorNormalization method) FitClusteringModel() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) FitGlobalKMeans() (in module HMB.ImagesHelper) FixTruncatedPNGImage() (in module HMB.ImagesHelper) FocalLoss (class in HMB.PyTorchClassificationLosses) (class in HMB.PyTorchSegmentationLosses) (class in HMB.TFSegmentationLosses) FocalLossAlt (class in HMB.PyTorchClassificationLosses) FogImage() (in module HMB.ImagesHelper) FormatClassName() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) FormatNumericWithDelta() (in module HMB.Utils) forward() (HMB.AttentionMapsHelper.LogitsModelWrapper method) (HMB.EmbeddingsToTextHelper.EmbeddingsToTextModel method) (HMB.PyTorchClassificationLosses.BinaryFocalLoss method) (HMB.PyTorchClassificationLosses.CrossEntropyLossWrapper method) (HMB.PyTorchClassificationLosses.FocalLoss method) (HMB.PyTorchClassificationLosses.FocalLossAlt method) (HMB.PyTorchClassificationLosses.LabelSmoothingCrossEntropy method) (HMB.PyTorchHelper.PyTorchCrossAttentionHead method) (HMB.PyTorchSegmentationLosses.DiceBCELoss method) (HMB.PyTorchSegmentationLosses.DiceLoss method) (HMB.PyTorchSegmentationLosses.FocalLoss method) (HMB.PyTorchSegmentationLosses.GeneralizedDiceLoss method) (HMB.PyTorchSegmentationLosses.JaccardLoss method) (HMB.PyTorchSegmentationLosses.TverskyLoss method) (HMB.PyTorchTabularModelsZoo.AutoIntAttentionLayer method) (HMB.PyTorchTabularModelsZoo.AutoIntModel method) (HMB.PyTorchTabularModelsZoo.ContrastiveClassifier method) (HMB.PyTorchTabularModelsZoo.ContrastiveEncoder method) (HMB.PyTorchTabularModelsZoo.CrossLayer method) (HMB.PyTorchTabularModelsZoo.DeepCrossNetwork method) (HMB.PyTorchTabularModelsZoo.FTTransformerModel method) (HMB.PyTorchTabularModelsZoo.GANDALFModel method) (HMB.PyTorchTabularModelsZoo.GNNModel method) (HMB.PyTorchTabularModelsZoo.GraphConvLayer method) (HMB.PyTorchTabularModelsZoo.HybridCNNTransformerModel method) (HMB.PyTorchTabularModelsZoo.MLPModel method) (HMB.PyTorchTabularModelsZoo.NeuralAdditiveModel method) (HMB.PyTorchTabularModelsZoo.ResidualBlock method) (HMB.PyTorchTabularModelsZoo.ResNetTabularModel method) (HMB.PyTorchTabularModelsZoo.SAINTIntersampleAttention method) (HMB.PyTorchTabularModelsZoo.SAINTModel method) (HMB.PyTorchTabularModelsZoo.ShapeFunctionNet method) (HMB.PyTorchTabularModelsZoo.TabTransformerModel method) (HMB.PyTorchTabularModelsZoo.TCNModel method) (HMB.PyTorchTabularModelsZoo.VAEAnomalyDetector method) (HMB.PyTorchTabularModelsZoo.VAEClassifier method) (HMB.PyTorchUNetModelsZoo.ASPP method) (HMB.PyTorchUNetModelsZoo.ASPPUNet method) (HMB.PyTorchUNetModelsZoo.AttentionGate method) (HMB.PyTorchUNetModelsZoo.AttentionUNet method) (HMB.PyTorchUNetModelsZoo.BoundaryAwareUNet method) (HMB.PyTorchUNetModelsZoo.CBAM method) (HMB.PyTorchUNetModelsZoo.CBAMUNet method) (HMB.PyTorchUNetModelsZoo.ChannelAttn method) (HMB.PyTorchUNetModelsZoo.ConfigConv method) (HMB.PyTorchUNetModelsZoo.DenseBlock method) (HMB.PyTorchUNetModelsZoo.DenseUNet method) (HMB.PyTorchUNetModelsZoo.DepthwiseSeparableConv method) (HMB.PyTorchUNetModelsZoo.DoubleConv method) (HMB.PyTorchUNetModelsZoo.DynamicUNet method) (HMB.PyTorchUNetModelsZoo.EfficientUNet method) (HMB.PyTorchUNetModelsZoo.MobileUNet method) (HMB.PyTorchUNetModelsZoo.MultiResBlock method) (HMB.PyTorchUNetModelsZoo.MultiResUNet method) (HMB.PyTorchUNetModelsZoo.PatchEmbedding method) (HMB.PyTorchUNetModelsZoo.R2UNet method) (HMB.PyTorchUNetModelsZoo.RecurrentConvLayer method) (HMB.PyTorchUNetModelsZoo.ResidualAttentionUNet method) (HMB.PyTorchUNetModelsZoo.ResidualBlock method) (HMB.PyTorchUNetModelsZoo.ResidualUNet method) (HMB.PyTorchUNetModelsZoo.SEBlock method) (HMB.PyTorchUNetModelsZoo.SEUNet method) (HMB.PyTorchUNetModelsZoo.SpatialAttn method) (HMB.PyTorchUNetModelsZoo.TransformerBlock method) (HMB.PyTorchUNetModelsZoo.TransUNet method) (HMB.PyTorchUNetModelsZoo.UNet method) (HMB.PyTorchUNetModelsZoo.VNet method) fprint() (in module HMB.Utils) FreeFormDeformationHandler() (in module HMB.WSIHelper) FreeFormDeformationImproved() (in module HMB.ImagesHelper) from_config() (HMB.TFUNetHelper.SegNet class method) FTTransformerModel (class in HMB.PyTorchTabularModelsZoo) FValueUsingOneWayANOVA() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) G GANDALFModel (class in HMB.PyTorchTabularModelsZoo) GatherSegmentationPairs() (in module HMB.DatasetsHelper) GCBlock (class in HMB.TFAttentionBlocks) GeneralizedDiceLoss (class in HMB.PyTorchSegmentationLosses) (class in HMB.TFSegmentationLosses) GeneralStatisticsHelper (class in HMB.StatisticalAnalysisHelper) generate() (HMB.EmbeddingsToTextHelper.EmbeddingsToTextModel method) GenerateCustomFeatureImage() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) GenerateDistributionCountFigure() (in module HMB.PlotsHelper) GenerateGenericBubblePlot() (in module HMB.PlotsHelper) GenerateScaledMelSpectrogram() (HMB.AudioHelper.AudiosHelper method) GenerateSTFT() (HMB.AudioHelper.AudiosHelper method) GenerateYoloDetectionExplainability() (in module HMB.YOLOHelper) GenericImageryEvaluatePredictPlotSubset() (in module HMB.PyTorchTrainingPipeline) GenericImagesDatasetHandler (class in HMB.DatasetsHelper) GenericTabularEvaluatePredictPlotSubset() (in module HMB.PyTorchTrainingPipeline) GeometricMeanVoting() (HMB.VotingHelper.VotingHelper method) get_class_indices() (HMB.TFHelper.ViTPatchDataGeneratorFromDataFrame method) get_config() (HMB.TFHelper.SubpixelConv2D method) (HMB.TFUNetHelper.SegNet method) GetAbsoluteSTFT() (HMB.AudioHelper.AudiosHelper method) GetAction() (HMB.AgentsHelper.QAgent method) GetAllMeanAudioFeatures() (HMB.AudioHelper.AudiosHelper method) GetApplyReason() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) GetArabicCharNGrams() (HMB.ArabicTextHelper.ArabicTextHelper method) GetBestParams() (HMB.MachineLearningHelper.OptunaTuningClassification method) GetBestValue() (HMB.MachineLearningHelper.OptunaTuningClassification method) GetBFCC() (HMB.AudioHelper.AudiosHelper method) GetCharAt() (HMB.StringsHelper.StringsHelper method) GetCharCount() (HMB.StringsHelper.StringsHelper method) GetCharCountBetween() (HMB.StringsHelper.StringsHelper method) GetCharCountBetweenExclusive() (HMB.StringsHelper.StringsHelper method) GetCharCountBetweenInclusive() (HMB.StringsHelper.StringsHelper method) GetCharCountFrom() (HMB.StringsHelper.StringsHelper method) GetCharCountTo() (HMB.StringsHelper.StringsHelper method) GetCharIndex() (HMB.StringsHelper.StringsHelper method) GetClasses() (HMB.DatasetsHelper.PyTorchCustomDataset method) GetClassifierClassByName() (in module HMB.MachineLearningHelper) GetClassifierModelSpace() (in module HMB.MachineLearningHelper) GetClassMapping() (HMB.DatasetsHelper.PyTorchCustomDataset method) GetCmapColors() (in module HMB.PlotsHelper) GetConfig() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) GetContextualSynonym() (in module HMB.TextHelper) GetDefaultVitTargetLayer() (in module HMB.AttentionMapsHelper) GetDuration() (HMB.AudioHelper.AudiosHelper method) GetEmbedding() (HMB.ImagesToEmbeddings.TransformersEmbeddingModel method) GetEmptyPercentage() (in module HMB.ImagesHelper) GetEmptyPercentageHistogram() (in module HMB.ImagesHelper) GetFeatureNames() (HMB.DatasetsHelper.TabularPreprocessor method) GetFilteredClassifiers() (in module HMB.MachineLearningHelper) GetFilteredRegressors() (in module HMB.MachineLearningHelper) GetFitNormalizer() (in module HMB.ImagesNormalization) GetGFCC() (HMB.AudioHelper.AudiosHelper method) GetHarmonicEffect() (HMB.AudioHelper.AudiosHelper method) GetHtkMFCC() (HMB.AudioHelper.AudiosHelper method) GetImages() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) GetIMFCC() (HMB.AudioHelper.AudiosHelper method) GetInflectedForm() (in module HMB.TextHelper) GetLabelEncoder() (HMB.DatasetsHelper.RawImageFolder method) GetLabels() (HMB.DatasetsHelper.RawImageFolder method) GetLastConvLayer() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) GetLFCC() (HMB.AudioHelper.AudiosHelper method) GetLPC() (HMB.AudioHelper.AudiosHelper method) GetLPCC() (HMB.AudioHelper.AudiosHelper method) GetMeanBFCC() (HMB.AudioHelper.AudiosHelper method) GetMeanChroma() (HMB.AudioHelper.AudiosHelper method) GetMeanChromaCens() (HMB.AudioHelper.AudiosHelper method) GetMeanChromaCqt() (HMB.AudioHelper.AudiosHelper method) GetMeanChromaSTFT() (HMB.AudioHelper.AudiosHelper method) GetMeanGFCC() (HMB.AudioHelper.AudiosHelper method) GetMeanHarmonicTonnetz() (HMB.AudioHelper.AudiosHelper method) GetMeanHtkMFCC() (HMB.AudioHelper.AudiosHelper method) GetMeanIMFCC() (HMB.AudioHelper.AudiosHelper method) GetMeanLFCC() (HMB.AudioHelper.AudiosHelper method) GetMeanLPC() (HMB.AudioHelper.AudiosHelper method) GetMeanLPCC() (HMB.AudioHelper.AudiosHelper method) GetMeanMelSpectrogram() (HMB.AudioHelper.AudiosHelper method) GetMeanMFCC() (HMB.AudioHelper.AudiosHelper method) GetMeanMSRCC() (HMB.AudioHelper.AudiosHelper method) GetMeanNGCC() (HMB.AudioHelper.AudiosHelper method) GetMeanPLP() (HMB.AudioHelper.AudiosHelper method) GetMeanPNCC() (HMB.AudioHelper.AudiosHelper method) GetMeanPSRCC() (HMB.AudioHelper.AudiosHelper method) GetMeanRMS() (HMB.AudioHelper.AudiosHelper method) GetMeanRPLP() (HMB.AudioHelper.AudiosHelper method) GetMeanSlaneyMFCC() (HMB.AudioHelper.AudiosHelper method) GetMeanSpectralBandwidth() (HMB.AudioHelper.AudiosHelper method) GetMeanSpectralCentroid() (HMB.AudioHelper.AudiosHelper method) GetMeanSpectralContrast() (HMB.AudioHelper.AudiosHelper method) GetMeanSpectralFlatness() (HMB.AudioHelper.AudiosHelper method) GetMeanSpectralRolloff() (HMB.AudioHelper.AudiosHelper method) GetMeanTonnetz() (HMB.AudioHelper.AudiosHelper method) GetMeanZCR() (HMB.AudioHelper.AudiosHelper method) GetMelImage() (HMB.AudioHelper.AudiosHelper method) GetMFCC() (HMB.AudioHelper.AudiosHelper method) GetMLClassificationModelObject() (in module HMB.MachineLearningHelper) GetMLRegressorModelObject() (in module HMB.MachineLearningHelper) GetModel() (in module HMB.PyTorchTabularModelsZoo) GetMSRCC() (HMB.AudioHelper.AudiosHelper method) GetNGCC() (HMB.AudioHelper.AudiosHelper method) GetOptimizer() (in module HMB.PyTorchHelper) GetParamCount() (in module HMB.PyTorchHelper) GetPastParticipleForm() (in module HMB.TextHelper) GetPastTenseForm() (in module HMB.TextHelper) GetPaths() (HMB.DatasetsHelper.RawImageFolder method) GetPDFPageCount() (in module HMB.PDFHelper) GetPercussiveEffect() (HMB.AudioHelper.AudiosHelper method) GetPermutations() (HMB.StringsHelper.StringsHelper method) GetPixelStats() (HMB.DatasetsHelper.PyTorchSegmentationDataset method) GetPLP() (HMB.AudioHelper.AudiosHelper method) GetPNCC() (HMB.AudioHelper.AudiosHelper method) GetPSRCC() (HMB.AudioHelper.AudiosHelper method) GetPyTorchDeviceName() (in module HMB.PyTorchHelper) GetRandomCMAPalette() (in module HMB.PlotsHelper) GetRegressorClassByName() (in module HMB.MachineLearningHelper) GetReverse() (HMB.StringsHelper.StringsHelper method) GetReverseBetween() (HMB.StringsHelper.StringsHelper method) GetReverseBetweenExclusive() (HMB.StringsHelper.StringsHelper method) GetReverseBetweenInclusive() (HMB.StringsHelper.StringsHelper method) GetReverseFrom() (HMB.StringsHelper.StringsHelper method) GetReverseTo() (HMB.StringsHelper.StringsHelper method) GetRPLP() (HMB.AudioHelper.AudiosHelper method) GetSamples() (HMB.DatasetsHelper.PyTorchCustomDataset method) GetScalerObject() (in module HMB.MachineLearningHelper) GetSegmentDuration() (HMB.AudioHelper.AudiosHelper method) GetSkipReason() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) GetSlaneyMFCC() (HMB.AudioHelper.AudiosHelper method) GetSTFT() (HMB.AudioHelper.AudiosHelper method) GetString() (HMB.StringsHelper.StringsHelper method) GetStringLength() (HMB.StringsHelper.StringsHelper method) GetStudy() (HMB.MachineLearningHelper.OptunaTuningClassification method) GetUNetModel() (in module HMB.PyTorchUNetModelsZoo) (in module HMB.TFUNetHelper) GetVideoDuration() (HMB.VideosHelper.VideosHelper method) GetVideoFPS() (HMB.VideosHelper.VideosHelper method) GetVideoFrame() (HMB.VideosHelper.VideosHelper method) GetVideoFrameIndex() (HMB.VideosHelper.VideosHelper method) GetVideoFrameIndexRange() (HMB.VideosHelper.VideosHelper method) GetVideoFrameRange() (HMB.VideosHelper.VideosHelper method) GetVideoFrames() (HMB.VideosHelper.VideosHelper method) GetVideoFramesCount() (HMB.VideosHelper.VideosHelper method) GetVideoFrameSize() (HMB.VideosHelper.VideosHelper method) GetVideoFrameSizeString() (HMB.VideosHelper.VideosHelper method) GetVideoFrameTime() (HMB.VideosHelper.VideosHelper method) GetVideoFrameTimeRange() (HMB.VideosHelper.VideosHelper method) GNNModel (class in HMB.PyTorchTabularModelsZoo) GradCam1D() (in module HMB.ExplainabilityHelper) GradientMagnitudeSimilarityDeviation() (in module HMB.ImagesComparisonMetrics) GraphConvLayer (class in HMB.PyTorchTabularModelsZoo) GraphNeuralAggregation() (HMB.VotingHelper.VotingHelper method) GreedyAgent (class in HMB.AgentsHelper) GroupImagesByClass() (in module HMB.Utils) H HarmonicMeanVoting() (HMB.VotingHelper.VotingHelper method) HedgeAdaptiveVoting() (HMB.VotingHelper.VotingHelper method) HellingerDistance() (in module HMB.ImagesComparisonMetrics) Hex2RGB() (in module HMB.Utils) HighlightPDFText() (in module HMB.PDFHelper) HistEnergy() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) HistEntropy() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) HistMean() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) Histogram() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) HistogramColorNormalization (class in HMB.ImagesNormalization) HistogramComparison() (in module HMB.ImagesComparisonMetrics) HistoryPlotter() (in module HMB.PerformanceMetrics) HistPearsonKurtosis() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) HistSkewness() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) HistVariance() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) HMB.AgentsHelper module HMB.ArabicTextHelper module HMB.AttentionMapsHelper module HMB.AudioHelper module HMB.CompressionsHelper module HMB.DataAugmentationHelper module HMB.DatasetsHelper module HMB.EmbeddingsToTextHelper module HMB.ExplainabilityHelper module HMB.HandCraftedFeatures module HMB.ImagesComparisonMetrics module HMB.ImageSegmentationMetrics module HMB.ImagesHelper module HMB.ImagesNormalization module HMB.ImagesToEmbeddings module HMB.Initializations module HMB.MachineLearningHelper module HMB.MetaheuristicsHelper module HMB.PDFHelper module HMB.PerformanceMetrics module HMB.PlotsHelper module HMB.PyTorchClassificationLosses module HMB.PyTorchHelper module HMB.PyTorchModelMemoryProfiler module HMB.PyTorchSegmentationLosses module HMB.PyTorchTabularModelsZoo module HMB.PyTorchTrainingPipeline module HMB.PyTorchUNetModelsZoo module HMB.StatisticalAnalysisHelper module HMB.StringsHelper module HMB.TextGenerationMetrics module HMB.TextHelper module HMB.TFAttentionBlocks module HMB.TFHelper module HMB.TFSegmentationLosses module HMB.TFUNetHelper module HMB.Utils module HMB.VectorsHelper module HMB.VideosHelper module HMB.VotingHelper module HMB.WSIHelper module HMB.YOLOHelper module HuggingFaceModel() (in module HMB.AttentionMapsHelper) HuggingFaceTextSummarizer (class in HMB.TextHelper) HybridCNNTransformerModel (class in HMB.PyTorchTabularModelsZoo) I IgnoreICCFile() (in module HMB.ImagesHelper) IgnoreWarnings() (in module HMB.Initializations) ImageryInferenceWithPlots() (in module HMB.PyTorchTrainingPipeline) ImageToViTPatches() (in module HMB.TFHelper) IncreaseSysRecursionLimit() (in module HMB.Initializations) InferDataType() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) Inference() (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) InitMobilenetEncoder() (HMB.TFUNetHelper.SegNet method) InitResnet50Encoder() (HMB.TFUNetHelper.SegNet method) InitVanillaEncoder() (HMB.TFUNetHelper.SegNet method) InitVggEncoder() (HMB.TFUNetHelper.SegNet method) IntegratedGradients() (in module HMB.ExplainabilityHelper) InterquartileRange() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) InverseTransform() (HMB.PyTorchHelper.PyTorchVideoTransforms method) IsArabic() (HMB.ArabicTextHelper.ArabicTextHelper method) IsBackgroundTile() (in module HMB.WSIHelper) IsIntersectingWithOtherContours() (in module HMB.Utils) IsLoaded() (HMB.DatasetsHelper.TabularPreprocessor method) IsOneEditOf() (HMB.StringsHelper.StringsHelper method) IsPalindromePermutation() (HMB.StringsHelper.StringsHelper method) IsPermutationOf() (HMB.StringsHelper.StringsHelper method) IsPointInsideContour() (in module HMB.Utils) IsRotationWith() (HMB.StringsHelper.StringsHelper method) IsSimilarityAccepted() (in module HMB.ImagesComparisonMetrics) IsSubStringFrom() (HMB.StringsHelper.StringsHelper method) IsSubStringTo() (HMB.StringsHelper.StringsHelper method) IsSyntacticallyValid() (in module HMB.TextHelper) IsUniqueCharacters() (HMB.StringsHelper.StringsHelper method) J JaccardLoss (class in HMB.PyTorchSegmentationLosses) (class in HMB.TFSegmentationLosses) JaccardSimilarity() (HMB.TextHelper.TextHelper method) JensenShannonDivergence() (in module HMB.ImagesComparisonMetrics) K KLDivergence() (in module HMB.ImagesComparisonMetrics) KurtosisDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) L LAB2RGB() (in module HMB.ImagesNormalization) LabelSmoothingCrossEntropy (class in HMB.PyTorchClassificationLosses) LABSplit2RGB() (in module HMB.ImagesNormalization) LabSplitMeanStd() (in module HMB.ImagesNormalization) LanguageDetection() (HMB.TextHelper.TextHelper method) LanguageTranslation() (HMB.TextHelper.TextHelper method) LDA() (HMB.TextHelper.TextHelper method) Lemmatization() (HMB.TextHelper.TextHelper method) Length() (HMB.VectorsHelper.VectorsHelper method) ListScikitMachineLearningClassifiers() (in module HMB.MachineLearningHelper) ListScikitMachineLearningRegressors() (in module HMB.MachineLearningHelper) Load() (HMB.AudioHelper.AudiosHelper method) (HMB.DatasetsHelper.TabularPreprocessor method) load_state_dict() (HMB.PyTorchHelper.ExponentialMovingAverage method) LoadAllCsvs() (in module HMB.DatasetsHelper) LoadAuxiliaryImages() (in module HMB.DataAugmentationHelper) LoadCheckpoint() (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) (in module HMB.PyTorchHelper) LoadDetectConfig() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) LoadDicom() (in module HMB.ImagesHelper) LoadEnglishModelSpacy() (in module HMB.Initializations) LoadImage() (HMB.DatasetsHelper.PyTorchSegmentationDataset method) (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) LoadImageFromPath() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) LoadMask() (HMB.DatasetsHelper.PyTorchSegmentationDataset method) LoadModel() (HMB.ImagesToEmbeddings.TransformersEmbeddingModel method) (in module HMB.PyTorchHelper) LoadModelAndData() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) LoadPyTorchDict() (in module HMB.PyTorchHelper) LoadStudy() (HMB.MachineLearningHelper.OptunaTuningClassification method) LoadYaml() (in module HMB.Utils) LocalBinaryPattern2D() (in module HMB.HandCraftedFeatures) LogitsModelWrapper (class in HMB.AttentionMapsHelper) LSA() (HMB.TextHelper.TextHelper method) M MacenkoColorNormalization (class in HMB.ImagesNormalization) MachineLearningClassification() (in module HMB.MachineLearningHelper) MachineLearningRegression() (in module HMB.MachineLearningHelper) MajorityVoting() (HMB.VotingHelper.VotingHelper method) MakePredictions() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) ManhattanDistance() (HMB.TextHelper.TextHelper method) MantaRayForagingOptimizer() (in module HMB.MetaheuristicsHelper) MatchTwoImagesViaORB() (in module HMB.ImagesHelper) MatchTwoImagesViaSIFT() (in module HMB.ImagesHelper) Max() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MaxDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MaximizeThreads() (in module HMB.Initializations) MCDropoutPredictions() (in module HMB.TFHelper) Mean() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MeanAbsoluteDifference() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MeanAbsoluteDifferenceDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MeanDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MeanSquaredError() (in module HMB.ImagesComparisonMetrics) MeasureLatency() (in module HMB.PyTorchHelper) MeasureLatencyWithUltralytics() (in module HMB.YOLOHelper) Median() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MedianAbsoluteDeviation() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MedianAbsoluteDeviationDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MedianDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MedianOfMeansVoting() (HMB.VotingHelper.VotingHelper method) MedianVoting() (HMB.VotingHelper.VotingHelper method) MergePDFs() (in module HMB.PDFHelper) MetaWeightLearning() (HMB.VotingHelper.VotingHelper method) Min() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MinDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) MinMaxNormalization() (in module HMB.ImagesHelper) MixupCriterion() (in module HMB.PyTorchHelper) MixupFn() (in module HMB.PyTorchHelper) MLPModel (class in HMB.PyTorchTabularModelsZoo) MobileUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) Mode() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) ModelPredictProba() (in module HMB.ExplainabilityHelper) ModeVoting() (HMB.VotingHelper.VotingHelper method) module HMB.AgentsHelper HMB.ArabicTextHelper HMB.AttentionMapsHelper HMB.AudioHelper HMB.CompressionsHelper HMB.DataAugmentationHelper HMB.DatasetsHelper HMB.EmbeddingsToTextHelper HMB.ExplainabilityHelper HMB.HandCraftedFeatures HMB.ImagesComparisonMetrics HMB.ImageSegmentationMetrics HMB.ImagesHelper HMB.ImagesNormalization HMB.ImagesToEmbeddings HMB.Initializations HMB.MachineLearningHelper HMB.MetaheuristicsHelper HMB.PDFHelper HMB.PerformanceMetrics HMB.PlotsHelper HMB.PyTorchClassificationLosses HMB.PyTorchHelper HMB.PyTorchModelMemoryProfiler HMB.PyTorchSegmentationLosses HMB.PyTorchTabularModelsZoo HMB.PyTorchTrainingPipeline HMB.PyTorchUNetModelsZoo HMB.StatisticalAnalysisHelper HMB.StringsHelper HMB.TextGenerationMetrics HMB.TextHelper HMB.TFAttentionBlocks HMB.TFHelper HMB.TFSegmentationLosses HMB.TFUNetHelper HMB.Utils HMB.VectorsHelper HMB.VideosHelper HMB.VotingHelper HMB.WSIHelper HMB.YOLOHelper MonteCarloAgent (class in HMB.AgentsHelper) MultiChannelFeatureExtractor (class in HMB.ImagesHelper) MultiHeadSelfAttention (class in HMB.TFAttentionBlocks) MultiResBlock (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) MultiResUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) MutualInformation() (in module HMB.ImagesComparisonMetrics) MutualInformationColor() (in module HMB.ImagesComparisonMetrics) N NER() (HMB.TextHelper.TextHelper method) NeuralAdditiveModel (class in HMB.PyTorchTabularModelsZoo) NLTKFindDownload() (in module HMB.Initializations) NoiseQualityMeasure() (in module HMB.ImagesComparisonMetrics) NonLocalBlock (class in HMB.TFAttentionBlocks) Normalize() (HMB.ImagesNormalization.HistogramColorNormalization method) (HMB.ImagesNormalization.MacenkoColorNormalization method) (HMB.ImagesNormalization.ReinhardColorNormalization method) (HMB.ImagesNormalization.VahadaneColorNormalization method) NormalizeArabic() (HMB.ArabicTextHelper.ArabicTextHelper method) NormalizedCrossCorrelation() (in module HMB.ImagesComparisonMetrics) NormalizedMeanSquaredError() (in module HMB.ImagesComparisonMetrics) NormalizedMutualInformation() (in module HMB.ImagesComparisonMetrics) NormalizeHeatmap() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) NormalizeHistopathologyDatasetSplits() (in module HMB.WSIHelper) NormalizeRows() (in module HMB.ImagesNormalization) NormalizeVector() (HMB.VectorsHelper.VectorsHelper method) NStepTDAgent (class in HMB.AgentsHelper) NumpyEncoder (class in HMB.Utils) O ObjectiveFunction() (HMB.MachineLearningHelper.OptunaTuningClassification method) OccludeImage() (in module HMB.ImagesHelper) OD2RGB() (in module HMB.ImagesNormalization) on_epoch_end() (HMB.TFHelper.ViTPatchDataGeneratorFromDataFrame method) (HMB.TFHelper.ViTPatchDataGeneratorFromFolder method) OptunaMLPipelineSHAPExplainer (class in HMB.ExplainabilityHelper) OptunaTuningClassification (class in HMB.MachineLearningHelper) OptunaTuningClassificationTesting() (in module HMB.MachineLearningHelper) OptunaTuningClassificationTrials() (in module HMB.MachineLearningHelper) OptunaTuningClassificationTrialsStatistics() (in module HMB.MachineLearningHelper) OverlayHeatmapOnImage() (in module HMB.ImagesHelper) P PatchEmbedding (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) PDFContainsText() (in module HMB.PDFHelper) PeakSignalToNoiseRatio() (in module HMB.ImagesComparisonMetrics) Percentile() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) Percentiles() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) PerceptualHash() (in module HMB.ImagesComparisonMetrics) PerformDataAugmentation() (in module HMB.DataAugmentationHelper) PerformDataBalancing() (in module HMB.MachineLearningHelper) PerformFeatureRanking() (in module HMB.MachineLearningHelper) PerformFeatureSelection() (in module HMB.MachineLearningHelper) PerformOutlierDetection() (in module HMB.MachineLearningHelper) PhaseCongruency() (in module HMB.ImagesComparisonMetrics) PixelateImage() (in module HMB.ImagesHelper) PlotApproachesComplexityComparison() (in module HMB.PlotsHelper) PlotBarChart() (in module HMB.PlotsHelper) PlotCalibrationCurve() (in module HMB.PerformanceMetrics) PlotCalibrationCurveFromModel() (in module HMB.PerformanceMetrics) PlotClassDistribution() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) (in module HMB.PlotsHelper) PlotClassificationResiduals() (in module HMB.PerformanceMetrics) PlotClasswisePRFBar() (in module HMB.PerformanceMetrics) PlotConfusionMatrix() (in module HMB.PerformanceMetrics) PlotCounterfactualOutcomes() (in module HMB.PerformanceMetrics) PlotCumulativeGainLiftChart() (in module HMB.PerformanceMetrics) PlotDistributionEDA() (in module HMB.StatisticalAnalysisHelper) PlotErrorAnalysis() (in module HMB.PerformanceMetrics) PlotErrorMatrix() (in module HMB.PerformanceMetrics) PlotFeatureImportance() (in module HMB.PerformanceMetrics) PlotFeatureLayers() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) PlotHeatmap() (in module HMB.PlotsHelper) PlotHistogram() (in module HMB.PlotsHelper) PlotHorizontalBarChart() (in module HMB.PlotsHelper) PlotInteractionEffect() (in module HMB.PerformanceMetrics) PlotLineChart() (in module HMB.PlotsHelper) PlotMetricCurve() (in module HMB.PerformanceMetrics) PlotMetrics() (in module HMB.StatisticalAnalysisHelper) PlotMisclassificationExamples() (in module HMB.PerformanceMetrics) PlotMultiTrialPRCurve() (in module HMB.PerformanceMetrics) PlotMultiTrialROCAUC() (in module HMB.PerformanceMetrics) PlotPieChart() (in module HMB.PlotsHelper) PlotPRCCurve() (in module HMB.PerformanceMetrics) PlotPredictionConfidenceHistogram() (in module HMB.PerformanceMetrics) PlotRegressionResults() (in module HMB.PerformanceMetrics) PlotROCAUCCurve() (in module HMB.PerformanceMetrics) PlotTopKAccuracyCurve() (in module HMB.PerformanceMetrics) POS() (HMB.TextHelper.TextHelper method) PositionAttentionModule (class in HMB.TFAttentionBlocks) PredictImage() (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) Prepare() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) PrepareAnnotationsForLevel() (in module HMB.WSIHelper) PrepareFlat() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) PrepareNested() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) PreparePredTensorToNumpy() (in module HMB.PyTorchHelper) (in module HMB.TFUNetHelper) PreparePreSplit() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) PrintGPUSpecs() (in module HMB.Initializations) PrintHyperParamsList() (in module HMB.Utils) PrintMemoryReport() (HMB.PyTorchModelMemoryProfiler.PyTorchModelMemoryProfiler method) PrintSummary() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) PriorInformationGeneric() (in module HMB.ImagesHelper) PriorInformationTestingGeneric() (in module HMB.ImagesHelper) PriorInformationTrainingGeneric() (in module HMB.ImagesHelper) PrioritizedSweepingAgent (class in HMB.AgentsHelper) ProcessDirectory() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ProcessImage() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) ProductOfExpertsVoting() (HMB.VotingHelper.VotingHelper method) ProfileModelMemory() (HMB.PyTorchModelMemoryProfiler.PyTorchModelMemoryProfiler method) ProjectVector() (HMB.VectorsHelper.VectorsHelper method) PyTorchClassificationTrainingPipeline (class in HMB.PyTorchTrainingPipeline) PyTorchCrossAttentionHead (class in HMB.PyTorchHelper) PyTorchCustomDataset (class in HMB.DatasetsHelper) PyTorchModelMemoryProfiler (class in HMB.PyTorchModelMemoryProfiler) PyTorchSegmentationDataset (class in HMB.DatasetsHelper) PyTorchUNetSegmentationTrainingPipeline (class in HMB.PyTorchTrainingPipeline) PyTorchVideoClassificationDataset (class in HMB.DatasetsHelper) PyTorchVideoTransforms (class in HMB.PyTorchHelper) Q QAgent (class in HMB.AgentsHelper) QLambdaAgent (class in HMB.AgentsHelper) QLearningAgent (class in HMB.AgentsHelper) QuadraticMeanVoting() (HMB.VotingHelper.VotingHelper method) Quantile() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) QuantileAggregationVoting() (HMB.VotingHelper.VotingHelper method) QuarticMeanVoting() (HMB.VotingHelper.VotingHelper method) R R2UNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) RandomAgent (class in HMB.AgentsHelper) Range() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) RawImageFolder (class in HMB.DatasetsHelper) ReadAndConcatCsv() (in module HMB.DatasetsHelper) ReadFullPDF() (in module HMB.PDFHelper) ReadGeoJSONAnnotations() (in module HMB.WSIHelper) ReadImage() (in module HMB.ImagesHelper) ReadJsonFile() (in module HMB.Utils) ReadMask() (in module HMB.ImagesHelper) ReadPDFPage() (in module HMB.PDFHelper) ReadPickleFile() (in module HMB.Utils) ReadProjectConfig() (in module HMB.Utils) ReadRGBA() (in module HMB.ImagesHelper) ReadTextFile() (in module HMB.Utils) ReadVideo() (HMB.VideosHelper.VideosHelper method) ReadVolume() (in module HMB.ImagesHelper) ReadVolumeSpecificClasses() (in module HMB.ImagesHelper) ReadWSIViaOpenSlide() (in module HMB.WSIHelper) reconstruction_error() (HMB.PyTorchTabularModelsZoo.VAEAnomalyDetector method) RecurrentConvLayer (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) ReinhardColorNormalization (class in HMB.ImagesNormalization) RelativeFrequency() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) RemoveDiacritics() (HMB.ArabicTextHelper.ArabicTextHelper method) RemoveEmojis() (HMB.ArabicTextHelper.ArabicTextHelper method) RemovePunctuations() (HMB.ArabicTextHelper.ArabicTextHelper method) RemoveStopWords() (HMB.TextHelper.TextHelper method) reparameterize() (HMB.PyTorchTabularModelsZoo.VAEAnomalyDetector method) ResetModel() (HMB.AgentsHelper.PrioritizedSweepingAgent method) ResetTraces() (HMB.AgentsHelper.QLambdaAgent method) (HMB.AgentsHelper.SARSALambdaAgent method) ReshapeTransform() (HMB.AttentionMapsHelper.AttentionMapsVisualizer static method) ResidualAttentionUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) ResidualBlock (class in HMB.PyTorchTabularModelsZoo) (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) ResidualUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) ResNetTabularModel (class in HMB.PyTorchTabularModelsZoo) ResolveTargetLayer() (HMB.ExplainabilityHelper.CAMExplainerPyTorch method) (HMB.ExplainabilityHelper.CAMExplainerTensorFlow method) restore() (HMB.PyTorchHelper.ExponentialMovingAverage method) RestoreEntities() (HMB.TextHelper.TextSemanticShield method) RGB2LAB() (in module HMB.ImagesNormalization) RGB2OD() (in module HMB.ImagesNormalization) RiskCoverageCurve() (in module HMB.PerformanceMetrics) RobustMeanAbsoluteDifference() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) RobustMeanAbsoluteDifferenceDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) RobustMeanVoting() (HMB.VotingHelper.VotingHelper method) RootMeanSquare() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) RootMeanSquareDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) RotatePDFPages() (in module HMB.PDFHelper) RowsMean() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) run() (HMB.Initializations.ShowGPUUtilizationThread method) RunDecoder() (HMB.TFUNetHelper.SegNet method) RunEncoder() (HMB.TFUNetHelper.SegNet method) RunMobilenetEncoder() (HMB.TFUNetHelper.SegNet method) RunResnetEncoder() (HMB.TFUNetHelper.SegNet method) RunValidation() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) RunVanillaEncoder() (HMB.TFUNetHelper.SegNet method) RunVggEncoder() (HMB.TFUNetHelper.SegNet method) S SafeCall() (in module HMB.Utils) SafeParseProbabilities() (in module HMB.Utils) SafeTrapz() (in module HMB.Utils) SAINTIntersampleAttention (class in HMB.PyTorchTabularModelsZoo) SAINTModel (class in HMB.PyTorchTabularModelsZoo) SampleMonteCarloDirichletFromProbs() (in module HMB.PerformanceMetrics) SanitizeArray() (in module HMB.DatasetsHelper) SARSAAgent (class in HMB.AgentsHelper) SARSALambdaAgent (class in HMB.AgentsHelper) SaturateImage() (in module HMB.ImagesHelper) Save() (HMB.DatasetsHelper.TabularPreprocessor method) SaveAugmentedImages() (in module HMB.DataAugmentationHelper) SaveCheckpoint() (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) (in module HMB.PyTorchHelper) SaveDataFrames() (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) SaveFigureRGBA() (in module HMB.ImagesHelper) SaveMatplotlibFigure() (in module HMB.PlotsHelper) SaveModel() (in module HMB.PyTorchHelper) SaveMultiChannelImage() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) SaveProfileToJSON() (HMB.PyTorchModelMemoryProfiler.PyTorchModelMemoryProfiler method) SavePyTorchDict() (in module HMB.PyTorchHelper) SaveTFGradCamsForSamples() (in module HMB.ExplainabilityHelper) SaveTopUncertainImages() (in module HMB.TFHelper) SaveVisualizationImage() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) SaveYaml() (in module HMB.Utils) SciPyFisherKurtosis() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SciPyFisherKurtosisDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SciPyPearsonKurtosis() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SciPyPearsonKurtosisDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SciPySkewness() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SciPySkewnessDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SCSEBlock (class in HMB.TFAttentionBlocks) SEBlock (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFAttentionBlocks) (class in HMB.TFUNetHelper) SeedEverything() (in module HMB.Initializations) SegNet (class in HMB.TFUNetHelper) SelectAndRunTests() (HMB.StatisticalAnalysisHelper.StatisticalAnalysisFramework method) SelectBalancedImages() (in module HMB.Utils) SentenceTokeize() (HMB.TextHelper.TextHelper method) SentimentAnalysis() (HMB.TextHelper.TextHelper method) SetEnvironmentVariables() (in module HMB.Initializations) SetMaxTextChunkSize() (in module HMB.Initializations) SetString() (HMB.StringsHelper.StringsHelper method) SEUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) ShannonEntropy() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) ShapeFeatures2D() (in module HMB.HandCraftedFeatures) ShapeFeatures3D() (in module HMB.HandCraftedFeatures) ShapeFunctionNet (class in HMB.PyTorchTabularModelsZoo) ShapSummaryPlot() (in module HMB.ExplainabilityHelper) ShowGPUUtilization() (in module HMB.Initializations) ShowGPUUtilizationThread (class in HMB.Initializations) ShowVideo() (HMB.VideosHelper.VideosHelper method) ShowVideoFrames() (HMB.VideosHelper.VideosHelper method) SimpleSerializeForJson() (in module HMB.Utils) SKBlock (class in HMB.TFAttentionBlocks) SkewnessDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SmoothGrad() (in module HMB.ExplainabilityHelper) SoftmaxPolicyAgent (class in HMB.AgentsHelper) SoftVoting() (HMB.VotingHelper.VotingHelper method) SpatialAttn (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) SpectralAngleMapper() (in module HMB.ImagesComparisonMetrics) SpectralResidual() (in module HMB.ImagesComparisonMetrics) SpellingCorrection() (HMB.TextHelper.TextHelper method) SplitPDF() (in module HMB.PDFHelper) StackFeatureLayers() (HMB.ImagesHelper.MultiChannelFeatureExtractor method) StandardDeviation() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) StandardDeviationDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) StandarizeBrightness() (in module HMB.ImagesNormalization) state_dict() (HMB.PyTorchHelper.ExponentialMovingAverage method) StatisticalAnalysis() (in module HMB.StatisticalAnalysisHelper) StatisticalAnalysisFramework (class in HMB.StatisticalAnalysisHelper) StatisticsPretrainedAttentionModelFromDataFrame() (in module HMB.TFHelper) Stemming() (HMB.TextHelper.TextHelper method) stop() (HMB.Initializations.ShowGPUUtilizationThread method) StoreTransition() (HMB.AgentsHelper.MonteCarloAgent method) StringsHelper (class in HMB.StringsHelper) StripNonArabic() (HMB.ArabicTextHelper.ArabicTextHelper method) StructuralSimilarity() (in module HMB.ImagesComparisonMetrics) SubpixelConv2D (class in HMB.TFHelper) Sum() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) SumDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) Summarize() (HMB.TextHelper.HuggingFaceTextSummarizer method) SummaryTable() (in module HMB.ImagesComparisonMetrics) T TabTransformerModel (class in HMB.PyTorchTabularModelsZoo) TabularPreprocessor (class in HMB.DatasetsHelper) TCNModel (class in HMB.PyTorchTabularModelsZoo) TextGenerationMetrics (class in HMB.TextGenerationMetrics) TextHelper (class in HMB.TextHelper) TextRank() (HMB.TextHelper.TextHelper method) TextSemanticShield (class in HMB.TextHelper) TextSummarization() (HMB.TextHelper.TextHelper method) TextToSpeech() (HMB.TextHelper.TextHelper method) TFDataset() (in module HMB.TFHelper) TFFolderBasedDataPipeline (class in HMB.DatasetsHelper) TFGradCam() (in module HMB.ExplainabilityHelper) TFIDF() (HMB.TextHelper.TextHelper method) TileExtractionAlignmentHandler() (in module HMB.WSIHelper) TimmModel() (in module HMB.AttentionMapsHelper) to() (HMB.PyTorchHelper.ExponentialMovingAverage method) ToDataFrame() (HMB.DatasetsHelper.RawImageFolder method) Tokenization() (HMB.TextHelper.TextHelper method) TokenizeArabic() (HMB.ArabicTextHelper.ArabicTextHelper method) TopicModeling() (HMB.TextHelper.TextHelper method) ToTensors() (HMB.DatasetsHelper.PyTorchSegmentationDataset method) Train() (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) TrainEpoch() (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) TrainEvaluateClassificationModel() (in module HMB.PyTorchTrainingPipeline) TrainModel() (in module HMB.EmbeddingsToTextHelper) TrainMultipleYoloClassifiers() (in module HMB.YOLOHelper) TrainMultipleYoloDetectors() (in module HMB.YOLOHelper) TrainOneEpoch() (in module HMB.PyTorchTrainingPipeline) TrainPretrainedAttentionModelFromDataFrame() (in module HMB.TFHelper) TrainSurrogateTree() (in module HMB.ExplainabilityHelper) Transform() (HMB.DatasetsHelper.TabularPreprocessor method) TransformerBlock (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) TransformersEmbeddingModel (class in HMB.ImagesToEmbeddings) TransUNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) TripletAttention (class in HMB.TFAttentionBlocks) TSNEFeaturesExplainability() (in module HMB.ExplainabilityHelper) Tune() (HMB.MachineLearningHelper.OptunaTuningClassification method) TValueUsingTwoGroups() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) TverskyLoss (class in HMB.PyTorchSegmentationLosses) (class in HMB.TFSegmentationLosses) U UCB1Agent (class in HMB.AgentsHelper) UMAPFeaturesExplainability() (in module HMB.ExplainabilityHelper) UncertaintyAwareVoting() (HMB.VotingHelper.VotingHelper method) UNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) UniformLocalBinaryPattern2D() (in module HMB.HandCraftedFeatures) UniversalQualityIndex() (in module HMB.ImagesComparisonMetrics) update() (HMB.PyTorchHelper.ExponentialMovingAverage method) update_from() (HMB.PyTorchHelper.ExponentialMovingAverage method) UpdateMatplotlibSettings() (in module HMB.Initializations) UpdateParameters() (HMB.AgentsHelper.CountBonusQLAgent method) (HMB.AgentsHelper.DoubleQLearningAgent method) (HMB.AgentsHelper.DynaQAgent method) (HMB.AgentsHelper.ExpectedSARSAAgent method) (HMB.AgentsHelper.NStepTDAgent method) (HMB.AgentsHelper.PrioritizedSweepingAgent method) (HMB.AgentsHelper.QLambdaAgent method) (HMB.AgentsHelper.QLearningAgent method) (HMB.AgentsHelper.SARSAAgent method) (HMB.AgentsHelper.SARSALambdaAgent method) (HMB.AgentsHelper.UCB1Agent method) UpResidualBlock() (in module HMB.TFHelper) UpSamplingBlock() (in module HMB.TFHelper) Urlify() (HMB.StringsHelper.StringsHelper method) V VAEAnomalyDetector (class in HMB.PyTorchTabularModelsZoo) VAEClassifier (class in HMB.PyTorchTabularModelsZoo) VahadaneColorNormalization (class in HMB.ImagesNormalization) Validate() (HMB.PyTorchTrainingPipeline.PyTorchClassificationTrainingPipeline method) (HMB.PyTorchTrainingPipeline.PyTorchUNetSegmentationTrainingPipeline method) ValidateDatasetStructure() (HMB.DatasetsHelper.GenericImagesDatasetHandler method) ValidateSchema() (HMB.DatasetsHelper.TabularPreprocessor method) Variance() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) VarianceDynamic() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method) VectorsHelper (class in HMB.VectorsHelper) VideosHelper (class in HMB.VideosHelper) VisualizeAttentionMaps() (HMB.AttentionMapsHelper.AttentionMapsVisualizer method) VisualizeClassStratifiedBeeswarm() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) VisualizeComparativeFeatureImportance() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) VisualizeDecisionPlot() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) VisualizeDependenceWithAnnotations() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) VisualizeErrorAnalysis() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) VisualizeExplanations() (HMB.ExplainabilityHelper.OptunaMLPipelineSHAPExplainer method) VisualizeVideo() (HMB.PyTorchHelper.PyTorchVideoTransforms static method) ViTPatchDataGeneratorFromDataFrame (class in HMB.TFHelper) ViTPatchDataGeneratorFromFolder (class in HMB.TFHelper) VNet (class in HMB.PyTorchUNetModelsZoo) (class in HMB.TFUNetHelper) VotingHelper (class in HMB.VotingHelper) W WassersteinBarycenterVoting() (HMB.VotingHelper.VotingHelper method) WeightedAverageVoting() (HMB.VotingHelper.VotingHelper method) WeightedCubicMeanVoting() (HMB.VotingHelper.VotingHelper method) WeightedGeometricMeanVoting() (HMB.VotingHelper.VotingHelper method) WeightedHarmonicMeanVoting() (HMB.VotingHelper.VotingHelper method) WeightedMajorityVoting() (HMB.VotingHelper.VotingHelper method) WeightedMedianVoting() (HMB.VotingHelper.VotingHelper method) WeightedModeVoting() (HMB.VotingHelper.VotingHelper method) WeightedQuadraticMeanVoting() (HMB.VotingHelper.VotingHelper method) WeightedQuarticMeanVoting() (HMB.VotingHelper.VotingHelper method) Word2Vec() (HMB.TextHelper.TextHelper method) WordCloud() (HMB.TextHelper.TextHelper method) WordTokenize() (HMB.TextHelper.TextHelper method) WritePickleFile() (in module HMB.Utils) WriteTextFile() (in module HMB.Utils) WriteVideo() (HMB.VideosHelper.VideosHelper method) Z ZValueUsingTwoGroups() (HMB.StatisticalAnalysisHelper.GeneralStatisticsHelper method)