Index

A

accuracy_off1() (in module dlordinal.metrics) Adience (class in dlordinal.datasets)

alpha (dlordinal.losses.GaussianUncertaintyLossWrapper attribute) amae() (in module dlordinal.metrics)

B

base_loss (dlordinal.losses.GaussianUncertaintyLossWrapper attribute) base_root (dlordinal.datasets.HCI attribute) BetaCrossEntropyLoss (class in dlordinal.losses)

BetaLoss (class in dlordinal.losses) BinomialCrossEntropyLoss (class in dlordinal.losses) BinomialLayer (class in dlordinal.output_layers) BinomialLoss (class in dlordinal.losses)

C

categories (dlordinal.datasets.FGNet attribute) CATEGORIES (dlordinal.datasets.HCI attribute) CDWCELoss (class in dlordinal.losses) classes (dlordinal.datasets.Adience attribute) (dlordinal.datasets.FGNet property) CLM (class in dlordinal.output_layers)

compute_per_class_mse() (dlordinal.losses.MCELoss method) COPOC (class in dlordinal.output_layers) CORNClassifierWrapper (class in dlordinal.wrappers) CORNLoss (class in dlordinal.losses) CustomTargetsCrossEntropyLoss (class in dlordinal.losses) CustomTargetsLoss (class in dlordinal.losses)

D

data (dlordinal.datasets.Adience attribute) (dlordinal.datasets.FGNet attribute) dist_ (dlordinal.output_layers.CLM attribute) dlordinal.datasets module dlordinal.dropout module dlordinal.losses module

dlordinal.metrics module dlordinal.output_layers module dlordinal.soft_labelling module dlordinal.wrappers module download (dlordinal.datasets.Adience attribute) download() (dlordinal.datasets.FGNet method)

E

EMDLoss (class in dlordinal.losses)

ExponentialCrossEntropyLoss (class in dlordinal.losses) ExponentialLoss (class in dlordinal.losses)

F

FeatureDataset (class in dlordinal.datasets) FGNet (class in dlordinal.datasets) find_category() (dlordinal.datasets.FGNet method) forward() (dlordinal.dropout.HybridDropout method) (dlordinal.dropout.HybridDropoutContainer method) (dlordinal.losses.BetaLoss method) (dlordinal.losses.BinomialLoss method) (dlordinal.losses.CDWCELoss method) (dlordinal.losses.CORNLoss method) (dlordinal.losses.CustomTargetsLoss method) (dlordinal.losses.EMDLoss method) (dlordinal.losses.ExponentialLoss method) (dlordinal.losses.GaussianUncertaintyLossWrapper method) (dlordinal.losses.GeneralTriangularLoss method) (dlordinal.losses.GeometricLoss method) (dlordinal.losses.MCEAndWKLoss method) (dlordinal.losses.MCELoss method) (dlordinal.losses.OrdinalECOCDistanceLoss method) (dlordinal.losses.PoissonLoss method) (dlordinal.losses.SLACELoss method) (dlordinal.losses.SORDLoss method) (dlordinal.losses.TriangularLoss method) (dlordinal.losses.WKLoss method) (dlordinal.output_layers.BinomialLayer method) (dlordinal.output_layers.CLM method) (dlordinal.output_layers.COPOC method) (dlordinal.output_layers.GaussianUncertaintyLayer method) (dlordinal.output_layers.PoissonLayer method) (dlordinal.output_layers.ResNetOrdinalFullyConnected method) (dlordinal.output_layers.StickBreakingLayer method) (dlordinal.output_layers.VGGOrdinalFullyConnected method) (dlordinal.wrappers.OBDECOCModel method)

G

GaussianUncertaintyLayer (class in dlordinal.output_layers) GaussianUncertaintyLossWrapper (class in dlordinal.losses) GeneralTriangularCrossEntropyLoss (class in dlordinal.losses) GeneralTriangularLoss (class in dlordinal.losses) GeometricCrossEntropyLoss (class in dlordinal.losses) GeometricLoss (class in dlordinal.losses) get_age_from_filename() (dlordinal.datasets.FGNet method) get_beta_soft_labels() (in module dlordinal.soft_labelling) get_binomial_soft_labels() (in module dlordinal.soft_labelling)

get_exponential_soft_labels() (in module dlordinal.soft_labelling) get_general_triangular_params() (in module dlordinal.soft_labelling) get_general_triangular_soft_labels() (in module dlordinal.soft_labelling) get_geometric_soft_labels() (in module dlordinal.soft_labelling) get_poisson_soft_labels() (in module dlordinal.soft_labelling) get_stick_logits() (dlordinal.output_layers.StickBreakingLayer method) get_triangular_soft_labels() (in module dlordinal.soft_labelling) get_valid_shape_array() (dlordinal.datasets.FeatureDataset method) gmes() (in module dlordinal.metrics) gmsec() (in module dlordinal.metrics)

H

HCI (class in dlordinal.datasets)

HybridDropout (class in dlordinal.dropout) HybridDropoutContainer (class in dlordinal.dropout)

L

lambda_layer (dlordinal.output_layers.PoissonLayer attribute) learn_tau (dlordinal.output_layers.PoissonLayer attribute)

link_function (dlordinal.output_layers.CLM attribute) load_data() (dlordinal.datasets.FGNet method) log_tau (dlordinal.output_layers.PoissonLayer attribute)

M

MCEAndWKLoss (class in dlordinal.losses) MCELoss (class in dlordinal.losses) MD5 (dlordinal.datasets.HCI attribute) mes() (in module dlordinal.metrics) min_distance (dlordinal.output_layers.CLM attribute) minimum_sensitivity() (in module dlordinal.metrics) mmae() (in module dlordinal.metrics) module dlordinal.datasets dlordinal.dropout dlordinal.losses dlordinal.metrics dlordinal.output_layers dlordinal.soft_labelling dlordinal.wrappers

mu_layer (dlordinal.output_layers.GaussianUncertaintyLayer attribute)

N

norm_prox_mat (dlordinal.losses.SORDLoss attribute) normalize_X() (dlordinal.datasets.FeatureDataset method) normalize_y() (dlordinal.datasets.FeatureDataset method)

num_classes (dlordinal.output_layers.BinomialLayer attribute) (dlordinal.output_layers.CLM attribute) (dlordinal.output_layers.GaussianUncertaintyLayer attribute) (dlordinal.output_layers.PoissonLayer attribute)

O

OBDECOCModel (class in dlordinal.wrappers)

OrdinalECOCDistanceLoss (class in dlordinal.losses)

P

p_layer (dlordinal.output_layers.BinomialLayer attribute) PoissonCrossEntropyLoss (class in dlordinal.losses) PoissonLayer (class in dlordinal.output_layers) PoissonLoss (class in dlordinal.losses) predict() (dlordinal.wrappers.CORNClassifierWrapper method)

predict_from_inputs() (dlordinal.wrappers.OBDECOCModel method) predict_proba() (dlordinal.wrappers.CORNClassifierWrapper method) process() (dlordinal.datasets.FGNet method) process_images_from_df() (dlordinal.datasets.FGNet method) prox_dom (dlordinal.losses.SLACELoss attribute) prox_mat (dlordinal.losses.SORDLoss attribute)

R

ranked_probability_score() (in module dlordinal.metrics) ResNetOrdinalFullyConnected (class in dlordinal.output_layers)

root (dlordinal.datasets.Adience attribute) (dlordinal.datasets.FGNet attribute)

S

set_targets() (dlordinal.dropout.HybridDropoutContainer method) sigma_layer (dlordinal.output_layers.GaussianUncertaintyLayer attribute) SLACELoss (class in dlordinal.losses)

SORDLoss (class in dlordinal.losses) split() (dlordinal.datasets.FGNet method) split_dataframe() (dlordinal.datasets.FGNet method) StickBreakingLayer (class in dlordinal.output_layers)

T

target_class (dlordinal.losses.OrdinalECOCDistanceLoss attribute) target_size (dlordinal.datasets.FGNet attribute) target_transform (dlordinal.datasets.Adience attribute) (dlordinal.datasets.FGNet attribute) targets (dlordinal.datasets.Adience attribute) (dlordinal.datasets.FGNet property) test_size (dlordinal.datasets.FGNet attribute)

thresholds_a_ (dlordinal.output_layers.CLM attribute) thresholds_b_ (dlordinal.output_layers.CLM attribute) train (dlordinal.datasets.Adience attribute) (dlordinal.datasets.HCI attribute) transform (dlordinal.datasets.Adience attribute) (dlordinal.datasets.FGNet attribute) TriangularCrossEntropyLoss (class in dlordinal.losses) TriangularLoss (class in dlordinal.losses)

U

URL (dlordinal.datasets.HCI attribute)

V

validation_size (dlordinal.datasets.FGNet attribute)

verbose (dlordinal.datasets.Adience attribute) VGGOrdinalFullyConnected (class in dlordinal.output_layers)

W

weights (dlordinal.losses.OrdinalECOCDistanceLoss attribute) WKLoss (class in dlordinal.losses)

write_array_to_file() (in module dlordinal.metrics) write_metrics_dict_to_file() (in module dlordinal.metrics)