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Hybrid Swin Deformable Attention U-Net for Medical Image Segmentation
Medical image segmentation is a crucial task in the field of medical image analysis. Harmonizing the convolution and multi-head …
Lichao Wang, Jiahao Huang, Xiaodan Xing, Guang Yang
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ViGU: Vision GNN U-Net for fast MRI
Deep learning models have been widely applied for fast MRI. The majority of existing deep learning models, e.g., convolutional neural …
Jiahao Huang, Angelica I. Aviles-Rivero, Carola-Bibiane Schönlieb, Guang Yang
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Fast MRI Reconstruction: How Powerful Transformers Are?
Magnetic resonance imaging (MRI) is a widely used non-radiative and non-invasive method for clinical interro-gation of organ structures …
Jiahao Huang, Yinzhe Wu, Huanjun Wu, Guang Yang
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