quantus.metrics.faithfulness package

Submodules

• quantus.metrics.faithfulness.faithfulness_correlation module
  • FaithfulnessCorrelation
    • FaithfulnessCorrelation.__call__()
    • FaithfulnessCorrelation.__init__()
    • FaithfulnessCorrelation.custom_preprocess()
    • FaithfulnessCorrelation.data_applicability
    • FaithfulnessCorrelation.evaluate_batch()
    • FaithfulnessCorrelation.evaluation_category
    • FaithfulnessCorrelation.model_applicability
    • FaithfulnessCorrelation.name
    • FaithfulnessCorrelation.score_direction
• quantus.metrics.faithfulness.faithfulness_estimate module
  • FaithfulnessEstimate
    • FaithfulnessEstimate.__call__()
    • FaithfulnessEstimate.__init__()
    • FaithfulnessEstimate.custom_preprocess()
    • FaithfulnessEstimate.data_applicability
    • FaithfulnessEstimate.evaluate_batch()
    • FaithfulnessEstimate.evaluation_category
    • FaithfulnessEstimate.model_applicability
    • FaithfulnessEstimate.name
    • FaithfulnessEstimate.score_direction
• quantus.metrics.faithfulness.infidelity module
  • Infidelity
    • Infidelity.__call__()
    • Infidelity.__init__()
    • Infidelity.custom_preprocess()
    • Infidelity.data_applicability
    • Infidelity.evaluate_batch()
    • Infidelity.evaluation_category
    • Infidelity.model_applicability
    • Infidelity.name
    • Infidelity.score_direction
• quantus.metrics.faithfulness.irof module
  • IROF
    • IROF.__call__()
    • IROF.__init__()
    • IROF.custom_preprocess()
    • IROF.data_applicability
    • IROF.evaluate_batch()
    • IROF.evaluation_category
    • IROF.get_aoc_score
    • IROF.model_applicability
    • IROF.name
    • IROF.score_direction
• quantus.metrics.faithfulness.monotonicity module
  • Monotonicity
    • Monotonicity.__call__()
    • Monotonicity.__init__()
    • Monotonicity.custom_preprocess()
    • Monotonicity.data_applicability
    • Monotonicity.evaluate_batch()
    • Monotonicity.evaluation_category
    • Monotonicity.model_applicability
    • Monotonicity.name
    • Monotonicity.score_direction
• quantus.metrics.faithfulness.monotonicity_correlation module
  • MonotonicityCorrelation
    • MonotonicityCorrelation.__call__()
    • MonotonicityCorrelation.__init__()
    • MonotonicityCorrelation.custom_preprocess()
    • MonotonicityCorrelation.data_applicability
    • MonotonicityCorrelation.evaluate_batch()
    • MonotonicityCorrelation.evaluation_category
    • MonotonicityCorrelation.model_applicability
    • MonotonicityCorrelation.name
    • MonotonicityCorrelation.score_direction
• quantus.metrics.faithfulness.pixel_flipping module
  • PixelFlipping
    • PixelFlipping.__call__()
    • PixelFlipping.__init__()
    • PixelFlipping.custom_preprocess()
    • PixelFlipping.data_applicability
    • PixelFlipping.evaluate_batch()
    • PixelFlipping.evaluation_category
    • PixelFlipping.get_auc_score
    • PixelFlipping.model_applicability
    • PixelFlipping.name
    • PixelFlipping.score_direction
• quantus.metrics.faithfulness.region_perturbation module
  • RegionPerturbation
    • RegionPerturbation.__call__()
    • RegionPerturbation.__init__()
    • RegionPerturbation.data_applicability
    • RegionPerturbation.evaluate_batch()
    • RegionPerturbation.evaluation_category
    • RegionPerturbation.get_auc_score
    • RegionPerturbation.model_applicability
    • RegionPerturbation.name
    • RegionPerturbation.score_direction
• quantus.metrics.faithfulness.road module
  • ROAD
    • ROAD.__call__()
    • ROAD.__init__()
    • ROAD.custom_batch_preprocess()
    • ROAD.custom_postprocess()
    • ROAD.data_applicability
    • ROAD.evaluate_batch()
    • ROAD.evaluation_category
    • ROAD.model_applicability
    • ROAD.name
    • ROAD.score_direction
• quantus.metrics.faithfulness.selectivity module
  • Selectivity
    • Selectivity.__call__()
    • Selectivity.__init__()
    • Selectivity.data_applicability
    • Selectivity.evaluate_batch()
    • Selectivity.evaluation_category
    • Selectivity.get_auc_score
    • Selectivity.model_applicability
    • Selectivity.name
    • Selectivity.score_direction
• quantus.metrics.faithfulness.sensitivity_n module
  • SensitivityN
    • SensitivityN.__call__()
    • SensitivityN.__init__()
    • SensitivityN.custom_postprocess()
    • SensitivityN.custom_preprocess()
    • SensitivityN.data_applicability
    • SensitivityN.evaluate_batch()
    • SensitivityN.evaluation_category
    • SensitivityN.model_applicability
    • SensitivityN.name
    • SensitivityN.score_direction
• quantus.metrics.faithfulness.sufficiency module
  • BatchSufficiency
    • BatchSufficiency.__call__()
    • BatchSufficiency.__init__()
    • BatchSufficiency.custom_batch_preprocess()
    • BatchSufficiency.data_applicability
    • BatchSufficiency.evaluate_batch()
    • BatchSufficiency.evaluation_category
    • BatchSufficiency.model_applicability
    • BatchSufficiency.name
    • BatchSufficiency.score_direction
  • Sufficiency
    • Sufficiency.__call__()
    • Sufficiency.__init__()
    • Sufficiency.custom_batch_preprocess()
    • Sufficiency.data_applicability
    • Sufficiency.evaluate_batch()
    • Sufficiency.evaluation_category
    • Sufficiency.model_applicability
    • Sufficiency.name
    • Sufficiency.score_direction