Index

_

__annotations__ (core.model.attention_modules.BasicConv attribute) (core.model.attention_modules.ChannelGate attribute) (core.model.attention_modules.ChannelPool attribute) (core.model.attention_modules.Constrained_CBAM attribute) (core.model.attention_modules.Flatten attribute) (core.model.basic_modules.ConvBlock attribute) (core.model.basic_modules.MeanStdFeatureMaps attribute) (core.model.basic_modules.NoConstraint attribute) (core.model.basic_modules.Reparametrization attribute) (core.model.basic_modules.ResBlock attribute) (core.model.basic_modules.SparsityConstraint attribute) (core.model.basic_modules.VGG19_Features attribute) (core.model.model.Model attribute) (core.model.model.PixelShuffler attribute) __call__() (core.metrics.MetricExtractor method) __dict__ (core.metrics.MetricExtractor attribute) __getitem__() (core.data.OptionalSplitDataset method) __init__() (core.data.OptionalSplitDataset method) (core.metrics.MetricExtractor method) (core.model.attention_modules.BasicConv method) (core.model.attention_modules.ChannelGate method) (core.model.attention_modules.Constrained_CBAM method) (core.model.basic_modules.ConvBlock method) (core.model.basic_modules.MeanStdFeatureMaps method) (core.model.basic_modules.NoConstraint method) (core.model.basic_modules.Reparametrization method) (core.model.basic_modules.ResBlock method) (core.model.basic_modules.SparsityConstraint method) (core.model.basic_modules.VGG19_Features method) (core.model.model.Model method) (core.model.model.PixelShuffler method) (core.training.SAM method)

__len__() (core.data.OptionalSplitDataset method) (core.model.basic_modules.VGG19_Features method) __module__ (core.data.OptionalSplitDataset attribute) (core.metrics.MetricExtractor attribute) (core.model.attention_modules.BasicConv attribute) (core.model.attention_modules.ChannelGate attribute) (core.model.attention_modules.ChannelPool attribute) (core.model.attention_modules.Constrained_CBAM attribute) (core.model.attention_modules.Flatten attribute) (core.model.basic_modules.ConvBlock attribute) (core.model.basic_modules.MeanStdFeatureMaps attribute) (core.model.basic_modules.NoConstraint attribute) (core.model.basic_modules.Reparametrization attribute) (core.model.basic_modules.ResBlock attribute) (core.model.basic_modules.SparsityConstraint attribute) (core.model.basic_modules.VGG19_Features attribute) (core.model.model.Model attribute) (core.model.model.PixelShuffler attribute) (core.training.SAM attribute) __parameters__ (core.data.OptionalSplitDataset attribute) __weakref__ (core.metrics.MetricExtractor attribute)

A

add_attention_layers() (core.model.basic_modules.VGG19_Features method) add_constraint() (core.model.basic_modules.ConvBlock method) (core.model.basic_modules.MeanStdFeatureMaps method) (core.model.basic_modules.Reparametrization method)

B

BasicConv (class in core.model.attention_modules) build_convs() (core.model.basic_modules.VGG19_Features method)

build_decoder() (core.model.model.Model method) build_encoder() (core.model.model.Model method) build_feature_extractor() (core.model.basic_modules.VGG19_Features method)

C

calculate_gini() (core.metrics.MetricExtractor method) calculate_metrics() (core.metrics.MetricExtractor method) ChannelGate (class in core.model.attention_modules) ChannelPool (class in core.model.attention_modules) Constrained_CBAM (class in core.model.attention_modules) ConvBlock (class in core.model.basic_modules) core.data module core.metrics module

core.model.attention_modules module core.model.basic_modules module core.model.model module core.plotting module core.training module

D

decode() (core.model.model.Model method)

E

encode() (core.model.model.Model method)

F

first_step() (core.training.SAM method) Flatten (class in core.model.attention_modules) forward() (core.model.attention_modules.BasicConv method) (core.model.attention_modules.ChannelGate method) (core.model.attention_modules.ChannelPool method) (core.model.attention_modules.Constrained_CBAM method) (core.model.attention_modules.Flatten method) (core.model.basic_modules.ConvBlock method) (core.model.basic_modules.MeanStdFeatureMaps method) (core.model.basic_modules.NoConstraint method) (core.model.basic_modules.Reparametrization method) (core.model.basic_modules.ResBlock method) (core.model.basic_modules.SparsityConstraint method) (core.model.basic_modules.VGG19_Features method) (core.model.model.Model method) (core.model.model.PixelShuffler method)

G

get_activations() (core.metrics.MetricExtractor method) (core.model.attention_modules.Constrained_CBAM method) (core.model.basic_modules.ConvBlock method) (core.model.basic_modules.MeanStdFeatureMaps method) (core.model.basic_modules.Reparametrization method) (core.model.basic_modules.VGG19_Features method) (core.model.model.Model method)

get_all_image_paths() (core.data.OptionalSplitDataset method) get_att_map() (core.model.attention_modules.ChannelGate method) get_reco_error() (core.metrics.MetricExtractor method) get_SAM_delta() (core.metrics.MetricExtractor method)

L

load_state_dict() (core.training.SAM method)

logsumexp_2d() (in module core.model.attention_modules)

M

MeanStdFeatureMaps (class in core.model.basic_modules) MetricExtractor (class in core.metrics) Model (class in core.model.model) module core.data core.metrics core.model.attention_modules core.model.basic_modules core.model.model core.plotting core.training

N

NoConstraint (class in core.model.basic_modules)

O

OptionalSplitDataset (class in core.data)

P

PixelShuffler (class in core.model.model) plot_activation_histograms() (in module core.plotting)

plot_inNout() (in module core.plotting) process_image() (core.data.OptionalSplitDataset static method)

R

Reparametrization (class in core.model.basic_modules)

ResBlock (class in core.model.basic_modules)

S

SAM (class in core.training) second_step() (core.training.SAM method)

SparsityConstraint (class in core.model.basic_modules) step() (core.training.SAM method)

T

train_the_model() (in module core.training)

V

VGG19_Features (class in core.model.basic_modules)