xailib.metrics package

Submodules

xailib.metrics.insertiondeletion module

Module contents

Evaluation metrics for XAI-Lib explanations.

This subpackage provides metrics for evaluating the quality and faithfulness of explanations generated by XAI-Lib explainers.

Available Metrics

insertiondeletion: Insertion and Deletion metrics for evaluating explanation faithfulness.

Example

>>> from xailib.metrics.insertiondeletion import InsertionDeletion
>>>
>>> metric = InsertionDeletion(model, image, explanation)
>>> insertion_score = metric.insertion()
>>> deletion_score = metric.deletion()