Index

_

__call__() (quantus.metrics.axiomatic.completeness.Completeness method) (quantus.metrics.axiomatic.input_invariance.InputInvariance method) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity method) (quantus.metrics.base.Metric method) (quantus.metrics.complexity.complexity.Complexity method) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity method) (quantus.metrics.complexity.sparseness.Sparseness method) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation method) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate method) (quantus.metrics.faithfulness.infidelity.Infidelity method) (quantus.metrics.faithfulness.irof.IROF method) (quantus.metrics.faithfulness.monotonicity.Monotonicity method) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation method) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping method) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation method) (quantus.metrics.faithfulness.road.ROAD method) (quantus.metrics.faithfulness.selectivity.Selectivity method) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN method) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency method) (quantus.metrics.faithfulness.sufficiency.Sufficiency method) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation method) (quantus.metrics.localisation.auc.AUC method) (quantus.metrics.localisation.focus.Focus method) (quantus.metrics.localisation.pointing_game.PointingGame method) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy method) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy method) (quantus.metrics.localisation.top_k_intersection.TopKIntersection method) (quantus.metrics.randomisation.random_logit.RandomLogit method) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity method) (quantus.metrics.robustness.consistency.Consistency method) (quantus.metrics.robustness.continuity.Continuity method) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate method) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity method) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability method) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability method) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability method)

__init__() (quantus.helpers.model.model_interface.ModelInterface method) (quantus.metrics.axiomatic.completeness.Completeness method) (quantus.metrics.axiomatic.input_invariance.InputInvariance method) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity method) (quantus.metrics.base.Metric method) (quantus.metrics.complexity.complexity.Complexity method) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity method) (quantus.metrics.complexity.sparseness.Sparseness method) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation method) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate method) (quantus.metrics.faithfulness.infidelity.Infidelity method) (quantus.metrics.faithfulness.irof.IROF method) (quantus.metrics.faithfulness.monotonicity.Monotonicity method) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation method) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping method) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation method) (quantus.metrics.faithfulness.road.ROAD method) (quantus.metrics.faithfulness.selectivity.Selectivity method) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN method) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency method) (quantus.metrics.faithfulness.sufficiency.Sufficiency method) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation method) (quantus.metrics.localisation.auc.AUC method) (quantus.metrics.localisation.focus.Focus method) (quantus.metrics.localisation.pointing_game.PointingGame method) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy method) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy method) (quantus.metrics.localisation.top_k_intersection.TopKIntersection method) (quantus.metrics.randomisation.random_logit.RandomLogit method) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity method) (quantus.metrics.robustness.consistency.Consistency method) (quantus.metrics.robustness.continuity.Continuity method) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate method) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity method) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability method) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability method) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability method)

A

a_axes (quantus.metrics.base.Metric attribute) abs_difference() (in module quantus.functions.similarity_func) add_mean_shift_to_first_layer() (quantus.helpers.model.model_interface.ModelInterface method) all_evaluation_scores (quantus.metrics.base.Metric attribute) assert_attributions() (in module quantus.helpers.asserts) assert_attributions_order() (in module quantus.helpers.asserts) assert_explain_func() (in module quantus.helpers.asserts) assert_features_in_step() (in module quantus.helpers.asserts) assert_indexed_axes() (in module quantus.helpers.asserts) assert_layer_order() (in module quantus.helpers.asserts) assert_nr_segments() (in module quantus.helpers.asserts) assert_patch_size() (in module quantus.helpers.asserts) assert_plot_func() (in module quantus.helpers.asserts)

assert_segmentations() (in module quantus.helpers.asserts) assert_value_smaller_than_input_size() (in module quantus.helpers.asserts) AttributionLocalisation (class in quantus.metrics.localisation.attribution_localisation) AUC (class in quantus.metrics.localisation.auc) available_categories() (in module quantus.helpers.constants) available_methods_captum() (in module quantus.helpers.constants) available_methods_tf_explain() (in module quantus.helpers.constants) available_metrics() (in module quantus.helpers.constants) available_normalisation_functions() (in module quantus.helpers.constants) available_perturbation_functions() (in module quantus.helpers.constants) available_similarity_functions() (in module quantus.helpers.constants) AvgSensitivity (class in quantus.metrics.robustness.avg_sensitivity) AXIOMATIC (quantus.helpers.enums.EvaluationCategory attribute)

B

baseline_replacement_by_blur() (in module quantus.functions.perturb_func) baseline_replacement_by_indices() (in module quantus.functions.perturb_func) baseline_replacement_by_mask() (in module quantus.functions.perturb_func) baseline_replacement_by_shift() (in module quantus.functions.perturb_func) batch_baseline_replacement_by_indices() (in module quantus.functions.perturb_func) batch_gaussian_noise() (in module quantus.functions.perturb_func)

batch_preprocess() (quantus.metrics.base.Metric method) batch_uniform_noise() (in module quantus.functions.perturb_func) batched_translation() (in module quantus.functions.perturb_func) BatchedMetric (class in quantus.metrics.base_batched) BatchSufficiency (class in quantus.metrics.faithfulness.sufficiency) blur_at_indices() (in module quantus.helpers.utils) build_single_mosaic() (in module quantus.functions.mosaic_func)

C

calculate_auc() (in module quantus.helpers.utils) changed_prediction_indices() (in module quantus.helpers.perturbation_utils) check_kwargs() (in module quantus.helpers.warn) Completeness (class in quantus.metrics.axiomatic.completeness) Complexity (class in quantus.metrics.complexity.complexity) COMPLEXITY (quantus.helpers.enums.EvaluationCategory attribute) Consistency (class in quantus.metrics.robustness.consistency) Continuity (class in quantus.metrics.robustness.continuity) correlation_kendall_tau() (in module quantus.functions.similarity_func) correlation_pearson() (in module quantus.functions.similarity_func) correlation_spearman() (in module quantus.functions.similarity_func) cosine() (in module quantus.functions.similarity_func) create_patch_slice() (in module quantus.helpers.utils) custom_batch_preprocess() (quantus.metrics.base.Metric method) (quantus.metrics.faithfulness.road.ROAD method) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency method) (quantus.metrics.faithfulness.sufficiency.Sufficiency method) (quantus.metrics.robustness.consistency.Consistency method) custom_postprocess() (quantus.metrics.base.Metric method) (quantus.metrics.faithfulness.road.ROAD method) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN method) custom_preprocess() (quantus.metrics.axiomatic.input_invariance.InputInvariance method) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity method) (quantus.metrics.base.Metric method) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation method) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate method) (quantus.metrics.faithfulness.infidelity.Infidelity method) (quantus.metrics.faithfulness.irof.IROF method) (quantus.metrics.faithfulness.monotonicity.Monotonicity method) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation method) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping method) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN method) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation method) (quantus.metrics.localisation.auc.AUC method) (quantus.metrics.localisation.focus.Focus method) (quantus.metrics.localisation.pointing_game.PointingGame method) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy method) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy method) (quantus.metrics.localisation.top_k_intersection.TopKIntersection method) (quantus.metrics.randomisation.random_logit.RandomLogit method) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity method) (quantus.metrics.robustness.continuity.Continuity method) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate method) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity method)

D

data_applicability (quantus.metrics.axiomatic.completeness.Completeness attribute) (quantus.metrics.axiomatic.input_invariance.InputInvariance attribute) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity attribute) (quantus.metrics.base.Metric attribute) (quantus.metrics.complexity.complexity.Complexity attribute) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity attribute) (quantus.metrics.complexity.sparseness.Sparseness attribute) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation attribute) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate attribute) (quantus.metrics.faithfulness.infidelity.Infidelity attribute) (quantus.metrics.faithfulness.irof.IROF attribute) (quantus.metrics.faithfulness.monotonicity.Monotonicity attribute) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation attribute) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping attribute) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation attribute) (quantus.metrics.faithfulness.road.ROAD attribute) (quantus.metrics.faithfulness.selectivity.Selectivity attribute) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN attribute) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency attribute) (quantus.metrics.faithfulness.sufficiency.Sufficiency attribute) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation attribute) (quantus.metrics.localisation.auc.AUC attribute) (quantus.metrics.localisation.focus.Focus attribute) (quantus.metrics.localisation.pointing_game.PointingGame attribute) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy attribute) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy attribute) (quantus.metrics.localisation.top_k_intersection.TopKIntersection attribute) (quantus.metrics.randomisation.random_logit.RandomLogit attribute) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity attribute) (quantus.metrics.robustness.consistency.Consistency attribute) (quantus.metrics.robustness.continuity.Continuity attribute) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate attribute) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity attribute) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability attribute) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability attribute) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability attribute)

DataType (class in quantus.helpers.enums) denormalise() (in module quantus.functions.normalise_func) deprecation_warnings() (in module quantus.helpers.warn) difference() (in module quantus.functions.similarity_func) disable_warnings (quantus.metrics.base.Metric property) display_progressbar (quantus.metrics.base.Metric property) distance_chebyshev() (in module quantus.functions.similarity_func) distance_euclidean() (in module quantus.functions.similarity_func) distance_manhattan() (in module quantus.functions.similarity_func)

E

EffectiveComplexity (class in quantus.metrics.complexity.effective_complexity) evaluate() (in module quantus.evaluation) evaluate_batch() (quantus.metrics.axiomatic.completeness.Completeness method) (quantus.metrics.axiomatic.input_invariance.InputInvariance method) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity method) (quantus.metrics.base.Metric method) (quantus.metrics.complexity.complexity.Complexity method) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity method) (quantus.metrics.complexity.sparseness.Sparseness method) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation method) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate method) (quantus.metrics.faithfulness.infidelity.Infidelity method) (quantus.metrics.faithfulness.irof.IROF method) (quantus.metrics.faithfulness.monotonicity.Monotonicity method) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation method) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping method) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation method) (quantus.metrics.faithfulness.road.ROAD method) (quantus.metrics.faithfulness.selectivity.Selectivity method) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN method) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency method) (quantus.metrics.faithfulness.sufficiency.Sufficiency method) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation method) (quantus.metrics.localisation.auc.AUC method) (quantus.metrics.localisation.focus.Focus method) (quantus.metrics.localisation.pointing_game.PointingGame method) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy method) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy method) (quantus.metrics.localisation.top_k_intersection.TopKIntersection method) (quantus.metrics.randomisation.random_logit.RandomLogit method) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity method) (quantus.metrics.robustness.consistency.Consistency method) (quantus.metrics.robustness.continuity.Continuity method) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate method) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity method) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability method) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability method) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability method) evaluation_category (quantus.metrics.axiomatic.completeness.Completeness attribute) (quantus.metrics.axiomatic.input_invariance.InputInvariance attribute) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity attribute) (quantus.metrics.base.Metric attribute) (quantus.metrics.complexity.complexity.Complexity attribute) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity attribute) (quantus.metrics.complexity.sparseness.Sparseness attribute) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation attribute) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate attribute) (quantus.metrics.faithfulness.infidelity.Infidelity attribute) (quantus.metrics.faithfulness.irof.IROF attribute) (quantus.metrics.faithfulness.monotonicity.Monotonicity attribute) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation attribute) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping attribute) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation attribute) (quantus.metrics.faithfulness.road.ROAD attribute) (quantus.metrics.faithfulness.selectivity.Selectivity attribute) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN attribute) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency attribute) (quantus.metrics.faithfulness.sufficiency.Sufficiency attribute) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation attribute) (quantus.metrics.localisation.auc.AUC attribute) (quantus.metrics.localisation.focus.Focus attribute) (quantus.metrics.localisation.pointing_game.PointingGame attribute) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy attribute) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy attribute) (quantus.metrics.localisation.top_k_intersection.TopKIntersection attribute) (quantus.metrics.randomisation.random_logit.RandomLogit attribute) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity attribute) (quantus.metrics.robustness.consistency.Consistency attribute) (quantus.metrics.robustness.continuity.Continuity attribute) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate attribute) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity attribute) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability attribute) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability attribute) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability attribute)

evaluation_scores (quantus.metrics.base.Metric attribute) EvaluationCategory (class in quantus.helpers.enums) expand_attribution_channel() (in module quantus.helpers.utils) expand_indices() (in module quantus.helpers.utils) explain() (in module quantus.functions.explanation_func) explain_batch() (quantus.metrics.base.Metric method) explain_func (quantus.metrics.base.Metric attribute) explain_func_kwargs (quantus.metrics.base.Metric attribute)

F

FAITHFULNESS (quantus.helpers.enums.EvaluationCategory attribute) FaithfulnessCorrelation (class in quantus.metrics.faithfulness.faithfulness_correlation) FaithfulnessEstimate (class in quantus.metrics.faithfulness.faithfulness_estimate)

filter_compatible_patch_sizes() (in module quantus.helpers.utils) floating_points() (in module quantus.functions.discretise_func) Focus (class in quantus.metrics.localisation.focus) fro_norm() (in module quantus.functions.norm_func)

G

gaussian_noise() (in module quantus.functions.perturb_func) general_preprocess() (quantus.metrics.base.Metric method) generate_batches() (quantus.metrics.base.Metric method) generate_captum_explanation() (in module quantus.functions.explanation_func) generate_tf_explanation() (in module quantus.functions.explanation_func) generate_zennit_explanation() (in module quantus.functions.explanation_func) get_aoc_score (quantus.metrics.faithfulness.irof.IROF property) get_auc_score (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping property) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation property) (quantus.metrics.faithfulness.selectivity.Selectivity property) get_baseline_dict() (in module quantus.helpers.utils) get_baseline_value() (in module quantus.helpers.utils) get_block_indices() (in module quantus.helpers.utils)

get_explanation() (in module quantus.functions.explanation_func) get_features_in_step() (in module quantus.helpers.utils) get_hidden_representations() (quantus.helpers.model.model_interface.ModelInterface method) get_leftover_shape() (in module quantus.helpers.utils) get_ml_framework_name (quantus.helpers.model.model_interface.ModelInterface property) get_model() (quantus.helpers.model.model_interface.ModelInterface method) get_name() (in module quantus.helpers.utils) get_nr_patches() (in module quantus.helpers.utils) get_padding_size() (in module quantus.helpers.utils) get_params (quantus.metrics.base.Metric property) get_random_layer_generator() (quantus.helpers.model.model_interface.ModelInterface method) get_softmax_arg_model() (quantus.helpers.model.model_interface.ModelInterface method) get_superpixel_segments() (in module quantus.helpers.utils) get_wrapped_model() (in module quantus.helpers.utils)

H

HIGHER (quantus.helpers.enums.ScoreDirection attribute)

I

identity() (in module quantus.helpers.utils) IMAGE (quantus.helpers.enums.DataType attribute) infer_attribution_axes() (in module quantus.helpers.utils) infer_channel_first() (in module quantus.helpers.utils)

Infidelity (class in quantus.metrics.faithfulness.infidelity) InputInvariance (class in quantus.metrics.axiomatic.input_invariance) interpret_scores() (quantus.metrics.base.Metric method) IROF (class in quantus.metrics.faithfulness.irof)

L

l2_norm() (in module quantus.functions.norm_func) linf_norm() (in module quantus.functions.norm_func) lipschitz_constant() (in module quantus.functions.similarity_func)

LOCALISATION (quantus.helpers.enums.EvaluationCategory attribute) LocalLipschitzEstimate (class in quantus.metrics.robustness.local_lipschitz_estimate) LOWER (quantus.helpers.enums.ScoreDirection attribute)

M

make_changed_prediction_indices_func() (in module quantus.helpers.perturbation_utils) make_channel_first() (in module quantus.helpers.utils) make_channel_last() (in module quantus.helpers.utils) make_perturb_func() (in module quantus.helpers.perturbation_utils) MaxSensitivity (class in quantus.metrics.robustness.max_sensitivity) Metric (class in quantus.metrics.base) model_applicability (quantus.metrics.axiomatic.completeness.Completeness attribute) (quantus.metrics.axiomatic.input_invariance.InputInvariance attribute) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity attribute) (quantus.metrics.base.Metric attribute) (quantus.metrics.complexity.complexity.Complexity attribute) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity attribute) (quantus.metrics.complexity.sparseness.Sparseness attribute) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation attribute) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate attribute) (quantus.metrics.faithfulness.infidelity.Infidelity attribute) (quantus.metrics.faithfulness.irof.IROF attribute) (quantus.metrics.faithfulness.monotonicity.Monotonicity attribute) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation attribute) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping attribute) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation attribute) (quantus.metrics.faithfulness.road.ROAD attribute) (quantus.metrics.faithfulness.selectivity.Selectivity attribute) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN attribute) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency attribute) (quantus.metrics.faithfulness.sufficiency.Sufficiency attribute) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation attribute) (quantus.metrics.localisation.auc.AUC attribute) (quantus.metrics.localisation.focus.Focus attribute) (quantus.metrics.localisation.pointing_game.PointingGame attribute) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy attribute) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy attribute) (quantus.metrics.localisation.top_k_intersection.TopKIntersection attribute) (quantus.metrics.randomisation.random_logit.RandomLogit attribute) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity attribute) (quantus.metrics.robustness.consistency.Consistency attribute) (quantus.metrics.robustness.continuity.Continuity attribute) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate attribute) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity attribute) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability attribute) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability attribute) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability attribute) ModelInterface (class in quantus.helpers.model.model_interface) ModelType (class in quantus.helpers.enums) module quantus quantus.evaluation quantus.functions quantus.functions.discretise_func quantus.functions.explanation_func quantus.functions.loss_func quantus.functions.mosaic_func quantus.functions.norm_func quantus.functions.normalise_func quantus.functions.perturb_func quantus.functions.similarity_func quantus.helpers quantus.helpers.asserts quantus.helpers.constants quantus.helpers.enums quantus.helpers.model quantus.helpers.model.model_interface quantus.helpers.model.models quantus.helpers.perturbation_utils quantus.helpers.plotting quantus.helpers.utils quantus.helpers.warn quantus.metrics quantus.metrics.axiomatic quantus.metrics.axiomatic.completeness quantus.metrics.axiomatic.input_invariance quantus.metrics.axiomatic.non_sensitivity quantus.metrics.base quantus.metrics.base_batched quantus.metrics.complexity quantus.metrics.complexity.complexity quantus.metrics.complexity.effective_complexity quantus.metrics.complexity.sparseness quantus.metrics.faithfulness quantus.metrics.faithfulness.faithfulness_correlation quantus.metrics.faithfulness.faithfulness_estimate quantus.metrics.faithfulness.infidelity quantus.metrics.faithfulness.irof quantus.metrics.faithfulness.monotonicity quantus.metrics.faithfulness.monotonicity_correlation quantus.metrics.faithfulness.pixel_flipping quantus.metrics.faithfulness.region_perturbation quantus.metrics.faithfulness.road quantus.metrics.faithfulness.selectivity quantus.metrics.faithfulness.sensitivity_n quantus.metrics.faithfulness.sufficiency quantus.metrics.localisation quantus.metrics.localisation.attribution_localisation quantus.metrics.localisation.auc quantus.metrics.localisation.focus quantus.metrics.localisation.pointing_game quantus.metrics.localisation.relevance_mass_accuracy quantus.metrics.localisation.relevance_rank_accuracy quantus.metrics.localisation.top_k_intersection quantus.metrics.randomisation quantus.metrics.randomisation.random_logit quantus.metrics.robustness quantus.metrics.robustness.avg_sensitivity quantus.metrics.robustness.consistency quantus.metrics.robustness.continuity quantus.metrics.robustness.local_lipschitz_estimate quantus.metrics.robustness.max_sensitivity quantus.metrics.robustness.relative_input_stability quantus.metrics.robustness.relative_output_stability quantus.metrics.robustness.relative_representation_stability

Monotonicity (class in quantus.metrics.faithfulness.monotonicity) MonotonicityCorrelation (class in quantus.metrics.faithfulness.monotonicity_correlation) mosaic_creation() (in module quantus.functions.mosaic_func) mse() (in module quantus.functions.loss_func)

N

name (quantus.metrics.axiomatic.completeness.Completeness attribute) (quantus.metrics.axiomatic.input_invariance.InputInvariance attribute) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity attribute) (quantus.metrics.base.Metric attribute) (quantus.metrics.complexity.complexity.Complexity attribute) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity attribute) (quantus.metrics.complexity.sparseness.Sparseness attribute) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation attribute) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate attribute) (quantus.metrics.faithfulness.infidelity.Infidelity attribute) (quantus.metrics.faithfulness.irof.IROF attribute) (quantus.metrics.faithfulness.monotonicity.Monotonicity attribute) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation attribute) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping attribute) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation attribute) (quantus.metrics.faithfulness.road.ROAD attribute) (quantus.metrics.faithfulness.selectivity.Selectivity attribute) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN attribute) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency attribute) (quantus.metrics.faithfulness.sufficiency.Sufficiency attribute) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation attribute) (quantus.metrics.localisation.auc.AUC attribute) (quantus.metrics.localisation.focus.Focus attribute) (quantus.metrics.localisation.pointing_game.PointingGame attribute) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy attribute) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy attribute) (quantus.metrics.localisation.top_k_intersection.TopKIntersection attribute) (quantus.metrics.randomisation.random_logit.RandomLogit attribute) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity attribute) (quantus.metrics.robustness.consistency.Consistency attribute) (quantus.metrics.robustness.continuity.Continuity attribute) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate attribute) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity attribute) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability attribute) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability attribute) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability attribute)

no_perturbation() (in module quantus.functions.perturb_func) noisy_linear_imputation() (in module quantus.functions.perturb_func) NONE (quantus.helpers.enums.EvaluationCategory attribute) NonSensitivity (class in quantus.metrics.axiomatic.non_sensitivity) normalise_by_average_second_moment_estimate() (in module quantus.functions.normalise_func) normalise_by_max() (in module quantus.functions.normalise_func) normalise_by_negative() (in module quantus.functions.normalise_func) normalise_func (quantus.metrics.base.Metric attribute)

O

offset_coordinates() (in module quantus.helpers.utils)

P

perturb_batch() (in module quantus.functions.perturb_func) PixelFlipping (class in quantus.metrics.faithfulness.pixel_flipping) plot() (quantus.metrics.base.Metric method) plot_focus() (in module quantus.helpers.plotting) plot_model_parameter_randomisation_experiment() (in module quantus.helpers.plotting)

plot_pixel_flipping_experiment() (in module quantus.helpers.plotting) plot_region_perturbation_experiment() (in module quantus.helpers.plotting) plot_selectivity_experiment() (in module quantus.helpers.plotting) plot_sensitivity_n_experiment() (in module quantus.helpers.plotting) PointingGame (class in quantus.metrics.localisation.pointing_game) predict() (quantus.helpers.model.model_interface.ModelInterface method)

Q

quantus module quantus.evaluation module quantus.functions module quantus.functions.discretise_func module quantus.functions.explanation_func module quantus.functions.loss_func module quantus.functions.mosaic_func module quantus.functions.norm_func module quantus.functions.normalise_func module quantus.functions.perturb_func module quantus.functions.similarity_func module quantus.helpers module quantus.helpers.asserts module quantus.helpers.constants module quantus.helpers.enums module quantus.helpers.model module quantus.helpers.model.model_interface module quantus.helpers.model.models module quantus.helpers.perturbation_utils module quantus.helpers.plotting module quantus.helpers.utils module quantus.helpers.warn module quantus.metrics module quantus.metrics.axiomatic module quantus.metrics.axiomatic.completeness module quantus.metrics.axiomatic.input_invariance module quantus.metrics.axiomatic.non_sensitivity module quantus.metrics.base module quantus.metrics.base_batched module quantus.metrics.complexity module quantus.metrics.complexity.complexity module quantus.metrics.complexity.effective_complexity module quantus.metrics.complexity.sparseness module

quantus.metrics.faithfulness module quantus.metrics.faithfulness.faithfulness_correlation module quantus.metrics.faithfulness.faithfulness_estimate module quantus.metrics.faithfulness.infidelity module quantus.metrics.faithfulness.irof module quantus.metrics.faithfulness.monotonicity module quantus.metrics.faithfulness.monotonicity_correlation module quantus.metrics.faithfulness.pixel_flipping module quantus.metrics.faithfulness.region_perturbation module quantus.metrics.faithfulness.road module quantus.metrics.faithfulness.selectivity module quantus.metrics.faithfulness.sensitivity_n module quantus.metrics.faithfulness.sufficiency module quantus.metrics.localisation module quantus.metrics.localisation.attribution_localisation module quantus.metrics.localisation.auc module quantus.metrics.localisation.focus module quantus.metrics.localisation.pointing_game module quantus.metrics.localisation.relevance_mass_accuracy module quantus.metrics.localisation.relevance_rank_accuracy module quantus.metrics.localisation.top_k_intersection module quantus.metrics.randomisation module quantus.metrics.randomisation.random_logit module quantus.metrics.robustness module quantus.metrics.robustness.avg_sensitivity module quantus.metrics.robustness.consistency module quantus.metrics.robustness.continuity module quantus.metrics.robustness.local_lipschitz_estimate module quantus.metrics.robustness.max_sensitivity module quantus.metrics.robustness.relative_input_stability module quantus.metrics.robustness.relative_output_stability module quantus.metrics.robustness.relative_representation_stability module

R

random_layer_generator_length (quantus.helpers.model.model_interface.ModelInterface property) RANDOMISATION (quantus.helpers.enums.EvaluationCategory attribute) RandomLogit (class in quantus.metrics.randomisation.random_logit) rank() (in module quantus.functions.discretise_func) RegionPerturbation (class in quantus.metrics.faithfulness.region_perturbation) relative_input_stability_objective() (quantus.metrics.robustness.relative_input_stability.RelativeInputStability method) relative_output_stability_objective() (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability method) relative_representation_stability_objective() (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability method)

RelativeInputStability (class in quantus.metrics.robustness.relative_input_stability) RelativeOutputStability (class in quantus.metrics.robustness.relative_output_stability) RelativeRepresentationStability (class in quantus.metrics.robustness.relative_representation_stability) RelevanceMassAccuracy (class in quantus.metrics.localisation.relevance_mass_accuracy) RelevanceRankAccuracy (class in quantus.metrics.localisation.relevance_rank_accuracy) ROAD (class in quantus.metrics.faithfulness.road) ROBUSTNESS (quantus.helpers.enums.EvaluationCategory attribute) rotation() (in module quantus.functions.perturb_func)

S

score_direction (quantus.metrics.axiomatic.completeness.Completeness attribute) (quantus.metrics.axiomatic.input_invariance.InputInvariance attribute) (quantus.metrics.axiomatic.non_sensitivity.NonSensitivity attribute) (quantus.metrics.base.Metric attribute) (quantus.metrics.complexity.complexity.Complexity attribute) (quantus.metrics.complexity.effective_complexity.EffectiveComplexity attribute) (quantus.metrics.complexity.sparseness.Sparseness attribute) (quantus.metrics.faithfulness.faithfulness_correlation.FaithfulnessCorrelation attribute) (quantus.metrics.faithfulness.faithfulness_estimate.FaithfulnessEstimate attribute) (quantus.metrics.faithfulness.infidelity.Infidelity attribute) (quantus.metrics.faithfulness.irof.IROF attribute) (quantus.metrics.faithfulness.monotonicity.Monotonicity attribute) (quantus.metrics.faithfulness.monotonicity_correlation.MonotonicityCorrelation attribute) (quantus.metrics.faithfulness.pixel_flipping.PixelFlipping attribute) (quantus.metrics.faithfulness.region_perturbation.RegionPerturbation attribute) (quantus.metrics.faithfulness.road.ROAD attribute) (quantus.metrics.faithfulness.selectivity.Selectivity attribute) (quantus.metrics.faithfulness.sensitivity_n.SensitivityN attribute) (quantus.metrics.faithfulness.sufficiency.BatchSufficiency attribute) (quantus.metrics.faithfulness.sufficiency.Sufficiency attribute) (quantus.metrics.localisation.attribution_localisation.AttributionLocalisation attribute) (quantus.metrics.localisation.auc.AUC attribute) (quantus.metrics.localisation.focus.Focus attribute) (quantus.metrics.localisation.pointing_game.PointingGame attribute) (quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy attribute) (quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy attribute) (quantus.metrics.localisation.top_k_intersection.TopKIntersection attribute) (quantus.metrics.randomisation.random_logit.RandomLogit attribute) (quantus.metrics.robustness.avg_sensitivity.AvgSensitivity attribute) (quantus.metrics.robustness.consistency.Consistency attribute) (quantus.metrics.robustness.continuity.Continuity attribute) (quantus.metrics.robustness.local_lipschitz_estimate.LocalLipschitzEstimate attribute) (quantus.metrics.robustness.max_sensitivity.MaxSensitivity attribute) (quantus.metrics.robustness.relative_input_stability.RelativeInputStability attribute) (quantus.metrics.robustness.relative_output_stability.RelativeOutputStability attribute) (quantus.metrics.robustness.relative_representation_stability.RelativeRepresentationStability attribute)

ScoreDirection (class in quantus.helpers.enums) Selectivity (class in quantus.metrics.faithfulness.selectivity) SensitivityN (class in quantus.metrics.faithfulness.sensitivity_n) shape_input() (quantus.helpers.model.model_interface.ModelInterface method) sign() (in module quantus.functions.discretise_func) Sparseness (class in quantus.metrics.complexity.sparseness) squared_difference() (in module quantus.functions.similarity_func) ssim() (in module quantus.functions.similarity_func) state_dict() (quantus.helpers.model.model_interface.ModelInterface method) Sufficiency (class in quantus.metrics.faithfulness.sufficiency)

T

TABULAR (quantus.helpers.enums.DataType attribute) TEXT (quantus.helpers.enums.DataType attribute) TF (quantus.helpers.enums.ModelType attribute) TIMESERIES (quantus.helpers.enums.DataType attribute)

top_n_sign() (in module quantus.functions.discretise_func) TopKIntersection (class in quantus.metrics.localisation.top_k_intersection) TORCH (quantus.helpers.enums.ModelType attribute) translation_x_direction() (in module quantus.functions.perturb_func) translation_y_direction() (in module quantus.functions.perturb_func)

U

uniform_noise() (in module quantus.functions.perturb_func)

W

warn_absolute_operation() (in module quantus.helpers.warn) warn_different_array_lengths() (in module quantus.helpers.warn) warn_empty_segmentation() (in module quantus.helpers.warn) warn_iterations_exceed_patch_number() (in module quantus.helpers.warn) warn_max_size() (in module quantus.helpers.warn)

warn_noise_zero() (in module quantus.helpers.warn) warn_normalise_operation() (in module quantus.helpers.warn) warn_parameterisation() (in module quantus.helpers.warn) warn_perturbation_caused_no_change() (in module quantus.helpers.warn) warn_segmentation() (in module quantus.helpers.warn)