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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Shengjia Chen

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Sep 2026

The Challenge of Rendering Abnormalities Accurately Using Deep Learning-Based Reconstruction in Accelerated Brain MRI: A Disproportionate Loss of Clinically Relevant Image Information at Higher Rates of Acceleration.

A disproportionate, pathology-localized degradation of reconstruction quality as acceleration increases in DL-reconstructed brain MRI in normal and abnormal cases is demonstrated, highlighting the need for reconstruction strategies tailored to maintaining diagnostically critical features.

Shengjia Chen, Patricia M. Johnson, Yvonne W. Lui · 0 citations

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