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

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

Published: 01 Feb 2026, Last Modified: 04 Nov 2025Biomedical Signal Processing and ControlEveryoneRevisionsCC 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.
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