Uncertainty-aware extensions to Variational Information Pursuit (EUAV-IP and IUAV-IP) improve reliability and conciseness of concept-based predictions on five medical imaging datasets.
Opening the black box of deep neural networks via information.Information Flow in Deep Neural Networks, page 24, 2022
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Uncertainty-Aware Information Pursuit for Interpretable and Reliable Medical Image Analysis
Uncertainty-aware extensions to Variational Information Pursuit (EUAV-IP and IUAV-IP) improve reliability and conciseness of concept-based predictions on five medical imaging datasets.