AMNet: Adaptive multi-level network for deformable registration of 3D brain MR images

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Tongtong Che, Xiuying Wang, Kun Zhao, Yan Zhao, Debin Zeng, Qiongling Li, Yuanjie Zheng, Ning Yang, Jian Wang, Shuyu Li

Published: 01 Jan 2023, Last Modified: 15 Nov 2024Medical Image Anal. 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A lightweight deep model to estimate multi-level deformations with one forward pass.•Optimization of the model is accelerated by adaptive growth strategy.•Registration is focused from global to local by information importance adaptation.•Being constructed with wavelet transformation that enables information preservation.