A two-step deep learning approach for patent foramen ovale diagnosis based on spatiotemporal sequence information of contrast transthoracic echocardiography. - Mengjie Gu; Yingying Liu; Lin Wang 039; Yuanyuan Sheng; Junlong Zhu; Junqiang Yan; Mingchuan Zhang; Qingtao Wu (Biomed. Signal Process. Control., 2025)

A novel intelligent grade classification architecture for Patent Foramen Ovale by Contrast Transthoracic Echocardiography based on deep learning. - Mengjie Gu; Yingying Liu; Yuanyuan Sheng; Mingchuan Zhang; Junqiang Yan; Lin Wang 039; Junlong Zhu (Comput. Medical Imaging Graph., 2025)