Journal of imaging informatics in medicine
Transformer-based Deep Learning Models with Shape Guidance for Predicting Breast Cancer in Mammography Images.
Kengo Takahashi, Yuwen Zeng, Zhang Zhang, Kei Ichiji, Takuma Usuzaki, Ryusei Inamori, Haoyang Liu, Noriyasu Homma
Published: 202510.1007/s10278-025-01773-3
Abstract
Recent breast cancer research has investigated shape-based attention guidance in Vision Transformer (ViT) models, focusing on anatomical structures and the heterogeneity surrounding tumors. However, few studies have clarified the optimal transformer…
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