Faithful Faithfulness Evaluations: Challenges & Pitfalls Learned from a Breast MRI Case Study

Peachapong Poolpol, Henrik H. J. Detjen, Eike Petersen

Saliency maps are widely used to explain deep learning predictions in medical imaging, yet visually plausible explanations do not necessarily reflect a model's true decision proces…