A survey on deep learning in medical image registration: New technologies, uncertainty, evaluation metrics, and beyond

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Junyu Chen, Yihao Liu, Shuwen Wei, Zhangxing Bian, Shalini Subramanian, Aaron Carass, Jerry L. Prince, Yong Du

Published: 01 Jan 2025, Last Modified: 17 Apr 2025Medical Image Anal. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We survey over 250 papers on image registration, focusing on recent advancements.•We analyze methods for estimating uncertainty and evaluation measures to assess performance and regularity.•This survey also covers applications of image registration in medical imaging and future challenges.