A general survey on medical image super-resolution via deep learning

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Miao Yu, Zhenghua Xu, Thomas Lukasiewicz

Published: 2025, Last Modified: 05 Nov 2025Comput. Biol. Medicine 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Provide a modular and detailed introduction to medical image SR using deep learning.•Comprehensive analysis of the key components in effective architecture and upsampling module.•Introduce the SOTA learning strategies and SR medical image quality assessment networks.•Discuss urgent problems in the medical image SR task based on deep learning.•Summarize the trends and challenges of future development in medical image SR.