Evaluation Metrics for XAI: A Review, Taxonomy, and Practical Applications

Author:

Kadir Md Abdul1,Mosavi Amir2,Sonntag Daniel1

Affiliation:

1. German Research Center for Artificial Intelligence,Saarbrücken,Germany

2. Obuda University,Budapest,Hungary

Publisher

IEEE

Reference138 articles.

1. CLEVR-XAI: A benchmark dataset for the ground truth evaluation of neural network explanations

2. Real time image saliency for black box classifiers;dabkowski;Proceedings of the 31st International Conference on Neural Information Processing Systems,2017

3. Towards Visually Explaining Video Understanding Networks with Perturbation

4. Explanations based on the missing: Towards contrastive explanations with pertinent negatives;dhurandhar;Proceedings of the 32Nd International Conference on Neural Information Processing Systems,2018

5. Towards robust interpretability with self-explaining neural networks;alvarez melis;Advances in neural information processing systems,2018

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