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Projection-based tokenization with Pseudo feature learning for ovarian lesion segementation in ultrasound images.

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第一作者： Yanlin,Chen

第一单位： National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, 518055, China; Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, 518055, China. Electronic address: yanl_chen@163.com.

作者： Yanlin,Chen ^[1] ; Yuhan,Zhang ^[2] ; Ruobing,Huang ^[3] ; Ao,Chang ^[4] ; Jian,Wang ^[5] ; Jianhua,Zhou ^[6] ; Dong,Ni ^[7]

作者单位： National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, 518055, China; Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, 518055, China. Electronic address: yanl_chen@163.com. ^[1] Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, 518055, China; School of Artificial Intelligence, Shenzhen University, Shenzhen, 518060, China. Electronic address: zhangyuhan0502@gmail.com. ^[2] National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, 518055, China; Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, 518055, China. Electronic address: Ruobing.huang@szu.edu.cn. ^[3] National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, 518055, China; Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, 518055, China. Electronic address: 2200241009@Email.szu.edu.cn. ^[4] Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, 518055, China; School of Artificial Intelligence, Shenzhen University, Shenzhen, 518060, China; National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, 518060, China; College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, 518060, China. Electronic address: wangjian@stu.njmu.edu.cn. ^[5] Department of Ultrasound, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, No. 651 Dongfeng Road East, Guangzhou, 510060, China. Electronic address: zhoujh@sysucc.org.cn. ^[6] Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, 518055, China; School of Artificial Intelligence, Shenzhen University, Shenzhen, 518060, China; National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, 518060, China; School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, 211166, China. Electronic address: nidong@szu.edu.cn. ^[7]

关键词 Attention mechanisms Ovarian lesion segmentation Projection-based tokenization Pseudo feature learning

DOI 10.1016/j.neunet.2026.108806

PMID 41819618

发布时间 2026-03-12

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