Huajin Liu

Multimodal automated diagnosis of lymphovascular invasion in breast cancer on contrast-enhanced MRI: ResUNet + + segmentation and transformer-based classification

Abstract Objectives To develop and evaluate an automated, multimodal Transformer model for preoperative prediction of lymphovascular invasion (LVI) in invasive breast cancer using contrast-enhanced MRI. Materials and Methods A retrospective study analyzed 288 patients with pathol...