MCANet: Hybrid multi-scale network for deformable brain medical image registration

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Xiangzeng Liu, Jinting Wan, Lijun Qu, Ziyao Wang, Chunyan Chai, Qiguang Miao

Published: 2026, Last Modified: 05 Nov 2025Biomed. Signal Process. Control. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Multi-scale convolutional attention can capture detailed brain structures.•Three different types of convolutions allow for fast deformation localization.•The deformation field can be accurately estimated via global and local features.