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cs.CV2025
Few-Shot Deployment of Pretrained MRI Transformers in Brain Imaging Tasks
Mengyu Li, Guoyao Shen, Chad W. Farris +1
Machine learning using transformers has shown great potential in medical imaging, but its real-world applicability remains limited due to the scarcity of annotated data. In this st…
cs.CV2023★ 1 cited
Regularization by Neural Style Transfer for MRI Field-Transfer Reconstruction with Limited Data
Guoyao Shen, Yancheng Zhu, Mengyu Li +6
Recent advances in MRI reconstruction have demonstrated remarkable success through deep learning-based models. However, most existing methods rely heavily on large-scale, task-spec…