Multitask gated autoencoder-based brain MRI harmonization framework

Jingyuan Liu

doi:10.1016/j.bspc.2025.108909

2025-10-14

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DOI：10.1016/j.bspc.2025.108909

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摘要

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• 提出了一种U型的多任务门控自编码器，通过对抗性生物标志物保留学习消除MRI批次效应。 • 通过约束门控和注意力机制动态抑制批次效应和伪影。 • 在多中心分类和图像质量方面优于现有方法，并在独立和跨病理队列中得到验证。

期刊

Biomedical Signal Processing and Control

IF:

4.9

论文数:

1.0W

被引数:

2.4W

机构

changchun university of science and technology

学者数:

2.0K

论文数: 599

被引数: 1

Shenzhen University of Advanced Technology

学者数:

339

论文数: 330

被引数: 1

chinese academy of sciences

学者数:

56.7W

论文数: 45.0W

被引数: 704

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