quantus.metrics package

Subpackages

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

Submodules

• quantus.metrics.base module
  • Metric
    • Metric.__call__()
    • Metric.__init__()
    • Metric.a_axes
    • Metric.all_evaluation_scores
    • Metric.batch_preprocess()
    • Metric.custom_batch_preprocess()
    • Metric.custom_postprocess()
    • Metric.custom_preprocess()
    • Metric.data_applicability
    • Metric.disable_warnings
    • Metric.display_progressbar
    • Metric.evaluate_batch()
    • Metric.evaluation_category
    • Metric.evaluation_scores
    • Metric.explain_batch()
    • Metric.explain_func
    • Metric.explain_func_kwargs
    • Metric.general_preprocess()
    • Metric.generate_batches()
    • Metric.get_params
    • Metric.interpret_scores()
    • Metric.model_applicability
    • Metric.name
    • Metric.normalise_func
    • Metric.plot()
    • Metric.score_direction
• quantus.metrics.base_batched module
  • BatchedMetric
    • BatchedMetric.a_axes
    • BatchedMetric.all_evaluation_scores
    • BatchedMetric.data_applicability
    • BatchedMetric.evaluation_category
    • BatchedMetric.evaluation_scores
    • BatchedMetric.explain_func
    • BatchedMetric.explain_func_kwargs
    • BatchedMetric.model_applicability
    • BatchedMetric.name
    • BatchedMetric.normalise_func
    • BatchedMetric.score_direction