Xin Jin

MulGM-Net: A decision-based gated memory network with contrastive learning for multi-task cancer diagnosis

Experiments on two datasets suggest the potential utility of MulGM-Net for joint tumor delineation and malignancy assessment in head-and-neck and breast imaging, while the limited dataset size and the absence of external validation indicate that broader confirmation is still required.