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SCIE-Systematic Review-2022-JMIR Medical Informatics (ISSN 2291-9694) - Uncertainty Estimation in Medical Image Classification by Chavala Mutyala Rao is a document available to read on EtoBox.

What is SCIE-Systematic Review-2022-JMIR Medical Informatics (ISSN 2291-9694) - Uncertainty Estimation in Medical Image Classification about?

This systematic review investigates the application of uncertainty estimation methods in medical image classification, highlighting the diversity of methods used, particularly Monte Carlo Dropout and Deep Ensembles. A total of 22 studies published between 2016 and 2021 were analyzed, revealing a focus on sampling-based methods and their effectiveness in improving clinical decision-making. The review emphasizes the importance of understanding AI system confidence to enhance trust among medical professionals.

Author

Chavala Mutyala Rao

Language

EN