Index

A

apply_self_attention_rules() (in module xai_methods.chefer_vit) (xai_methods.chefer_vit.CheferRelevance method) assert_heatmap_range() (evaluator.evaluate.Evaluate method)

average_subset_explanation_score() (evaluator.fidelity.faithfulness_corr.FaithfulnessCorrelation method) avg_heads() (in module xai_methods.chefer_vit) (xai_methods.chefer_vit.CheferRelevance method)

C

calculate_average_batch_plausibility() (evaluator.plausibility.plausibility.Plausibility method) calculate_iou() (evaluator.plausibility.plausibility.Plausibility method) calculate_metrics() (evaluator.evaluate.Evaluate method) calculate_pearsons() (evaluator.fidelity.faithfulness_corr.FaithfulnessCorrelation method) calculate_plausibility_overlap() (evaluator.plausibility.plausibility.Plausibility method)

calculate_plausibility_remove_iou() (evaluator.plausibility.plausibility.Plausibility method) CheferRelevance (class in xai_methods.chefer_vit) cleanup() (xai_methods.chefer_vit.CheferRelevance method) (xai_methods.gradcam_vit.ViTCAM method) (xai_methods.rollout_vit.VITAttentionGradRollout method) (xai_methods.rollout_vit.VITAttentionRollout method)

D

Deletion (class in evaluator.fidelity.deletion)

deletion() (evaluator.fidelity.deletion.Deletion method) draw_boxes() (evaluator.evaluate.Evaluate method)

E

Evaluate (class in evaluator.evaluate) evaluation_metric() (evaluator.consistency.consistency.Stability method) (evaluator.consistency.RIS.RIS method) (evaluator.consistency.ROS.ROS method) (evaluator.consistency.SSIM.SSIM method) evaluator.consistency.consistency module evaluator.consistency.RIS module evaluator.consistency.ROS module

evaluator.consistency.SSIM module evaluator.evaluate module evaluator.fidelity.deletion module evaluator.fidelity.faithfulness_corr module evaluator.fidelity.insertion module evaluator.plausibility.plausibility module

F

FaithfulnessCorrelation (class in evaluator.fidelity.faithfulness_corr)

forward() (xai_methods.gradcam_vit.HuggingfaceToTensorModelWrapper method)

G

generate() (xai_methods.chefer_vit.CheferRelevance method) (xai_methods.gradcam_vit.ViTCAM method) (xai_methods.rollout_vit.VITAttentionGradRollout method) (xai_methods.rollout_vit.VITAttentionRollout method) generate_relevance() (in module xai_methods.chefer_vit) generate_transformed_images() (evaluator.consistency.consistency.Stability method) generate_visualization() (in module xai_methods.chefer_vit) get_attention() (xai_methods.chefer_vit.CheferRelevance method) (xai_methods.rollout_vit.VITAttentionGradRollout method) (xai_methods.rollout_vit.VITAttentionRollout method)

get_attention_gradient() (xai_methods.chefer_vit.CheferRelevance method) (xai_methods.rollout_vit.VITAttentionGradRollout method) get_cam_on_image() (evaluator.evaluate.Evaluate method) get_idx_list() (evaluator.fidelity.deletion.Deletion method) (evaluator.fidelity.insertion.Insertion method) get_rot_bbox_true() (xai_methods.gradcam_vit.ViTCAM method) grad_rollout() (xai_methods.rollout_vit.VITAttentionGradRollout method)

H

HuggingfaceToTensorModelWrapper (class in xai_methods.gradcam_vit)

I

idx_sample() (evaluator.fidelity.faithfulness_corr.FaithfulnessCorrelation method)

Insertion (class in evaluator.fidelity.insertion) insertion() (evaluator.fidelity.insertion.Insertion method)

M

modify_input() (evaluator.fidelity.deletion.Deletion method) (evaluator.fidelity.faithfulness_corr.FaithfulnessCorrelation method) (evaluator.fidelity.insertion.Insertion method) module evaluator.consistency.consistency evaluator.consistency.RIS evaluator.consistency.ROS evaluator.consistency.SSIM evaluator.evaluate evaluator.fidelity.deletion evaluator.fidelity.faithfulness_corr evaluator.fidelity.insertion evaluator.plausibility.plausibility xai_methods.chefer_vit xai_methods.gradcam_vit xai_methods.rollout_vit

P

Plausibility (class in evaluator.plausibility.plausibility) plausibility() (evaluator.plausibility.plausibility.Plausibility method) plot_deletion_curve() (evaluator.fidelity.deletion.Deletion method)

plot_heatmaps() (xai_methods.gradcam_vit.ViTCAM method) plot_insertion_curve() (evaluator.fidelity.insertion.Insertion method) positive_attribution_sum() (evaluator.plausibility.plausibility.Plausibility method)

R

relevance_mass_accuracy() (evaluator.plausibility.plausibility.Plausibility method) relevance_rank_accuracy() (evaluator.plausibility.plausibility.Plausibility method) remove_hooks() (xai_methods.chefer_vit.CheferRelevance method) (xai_methods.rollout_vit.VITAttentionGradRollout method) (xai_methods.rollout_vit.VITAttentionRollout method)

RIS (class in evaluator.consistency.RIS) rollout() (xai_methods.rollout_vit.VITAttentionRollout method) ROS (class in evaluator.consistency.ROS)

S

show_cam_on_image() (in module xai_methods.chefer_vit) show_mask_on_image() (in module xai_methods.rollout_vit)

SSIM (class in evaluator.consistency.SSIM) Stability (class in evaluator.consistency.consistency)

T

threshold_heatmap() (evaluator.plausibility.plausibility.Plausibility method)

V

vit_reshape_attention_transform() (in module xai_methods.gradcam_vit) VITAttentionGradRollout (class in xai_methods.rollout_vit)

VITAttentionRollout (class in xai_methods.rollout_vit) ViTCAM (class in xai_methods.gradcam_vit)

X

xai_methods.chefer_vit module xai_methods.gradcam_vit module

xai_methods.rollout_vit module