Non-rigid multi-modal brain image registration based on two-stage generative adversarial nets

Xingxing Zhu,Zhiwen Huang,Mingyue Ding,Xuming Zhang

Neurocomputing（2022）

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摘要

•A two-stage generative adversarial net is proposed for brain image registration.•The first stage is used to indirectly estimate the deformation of brain images.•The second stage is employed to directly estimate the intensities of brain images.•The advantage of the proposed method in registration performance is demonstrated.

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关键词

Brain imaging,Image registration,Deep learning,Generative adversarial nets,Structural representation

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