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A
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B
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C
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D
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E
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F
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G
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H
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I
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__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.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.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.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.base_batched.BatchedMetric 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.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)
abs_difference() (in module quantus.functions.similarity_func)
add_mean_shift_to_first_layer() (quantus.helpers.model.model_interface.ModelInterface method)
aggregated_score (quantus.metrics.robustness.continuity.Continuity property)
all_evaluation_scores (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.base_batched.BatchedMetric 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.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)
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_shift() (in module quantus.functions.perturb_func)
batch_preprocess() (quantus.metrics.base.Metric method)
BatchedMetric (class in quantus.metrics.base_batched)
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.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.base_batched.BatchedMetric 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.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.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)
evaluate_instance() (quantus.metrics.axiomatic.completeness.Completeness method)
(quantus.metrics.axiomatic.non_sensitivity.NonSensitivity method)
(quantus.metrics.complexity.complexity.Complexity static method)
(quantus.metrics.complexity.effective_complexity.EffectiveComplexity method)
(quantus.metrics.complexity.sparseness.Sparseness static 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.Sufficiency static method)
(quantus.metrics.localisation.attribution_localisation.AttributionLocalisation method)
(quantus.metrics.localisation.auc.AUC static method)
(quantus.metrics.localisation.focus.Focus method)
(quantus.metrics.localisation.pointing_game.PointingGame method)
(quantus.metrics.localisation.relevance_mass_accuracy.RelevanceMassAccuracy static method)
(quantus.metrics.localisation.relevance_rank_accuracy.RelevanceRankAccuracy static method)
(quantus.metrics.localisation.top_k_intersection.TopKIntersection method)
(quantus.metrics.randomisation.random_logit.RandomLogit method)
(quantus.metrics.robustness.consistency.Consistency static method)
(quantus.metrics.robustness.continuity.Continuity 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.base_batched.BatchedMetric 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.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.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.base_batched.BatchedMetric 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.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)
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.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.base_batched.BatchedMetric 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.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)
explain_func_kwargs (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.base_batched.BatchedMetric 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.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)
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_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_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.base_batched.BatchedMetric 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.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.base_batched.BatchedMetric 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.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.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.base_batched.BatchedMetric 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.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)
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
quadrant_bottom_left() (quantus.metrics.localisation.focus.Focus method)
quadrant_bottom_right() (quantus.metrics.localisation.focus.Focus method)
quadrant_top_left() (quantus.metrics.localisation.focus.Focus method)
quadrant_top_right() (quantus.metrics.localisation.focus.Focus method)
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.base_batched.BatchedMetric 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.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)
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