Satyendra Vyas

Explainability and Interpretability in Medical Image Analysis

Deep learning models can achieve high performances in medical image analysis on tasks such as lesion detection (CT/MRI) and grading of tissue sections (histopathology), however, the black-box nature hinders the understanding of decision rationales to clinicians. This opacity engenders suspicion, regulatory obstacles (e...