En

杨鑫

职位:副教授、硕士生导师

邮箱:yangxinknow@gmail.com

返回上一级

个人简介

杨鑫,深圳大学医学部生物医学工程学院副教授、硕士生导师。香港中文大学计算机科学与工程系博士。2020年加入深圳大学,获深圳市海外高层次人才。主要从事智能化妇幼超声影像和心血管超声影像研究,长期专注于智能超声诊断新路径、高维超声影像创新分析、超声AI模型安全性、大语言模型和基础关键软件等关键科学问题。曾于美国北卡罗莱纳大学和哈佛大学医学院访学。连续三年入选斯坦福“全球前2%顶尖科学家影响力排行榜”。近5年在国际顶级期刊IEEE TMI, MedIA, Nature Methods, The Lancet Digital Health, AJOG等发表论文60余篇,在国际顶级会议AAAI, MICCAI, CVPR等发表论文40余篇,3次获得MICCAI国际顶会Oral,获MedIA期刊2017年最佳论文奖,谷歌学术引用9800余次,是通用智能医学影像标注软件Pair、超声AI高效推理引擎NiCE的负责人。主持国家自然科学基金青年基金1项、深圳市稳定支持项目1项,参与2项国家自然科学基金面上项目、1项广西省重点研发计划,获美国比尔·盖茨基金会科研赠款项目1项。

研究方向

智能化医学影像,智能产前超声影像,心血管影像分析以及图形学

代表性论文

(1)Xin Yang, Lequan Yu, Shengli Li, Huaxuan Wen, Dandan Luo, Cheng Bian, Jing Qin, Dong Ni*, and Pheng-Ann Heng. "Towards Automated Semantic Segmentation in Prenatal Volumetric Ultrasound". IEEE TMI, 2018.

(2)Xin Yang, X Wang, Y Wang, H Dou, S Li, H Wen, Y Lin, PA Heng, D Ni*. "Hybrid Attention for Automatic Segmentation of Whole Fetal Head in Prenatal Ultrasound Volumes". Computer Methods and Programs in Biomedicine, 2020.

(3)Dong Ni, Xin Yang, Xin Chen, Chien-Ting Chin, Siping Chen, Pheng-Ann Heng, Shengli Li, Jing Qin, Tianfu Wang. "Standard Plane Localization in Ultrasound by Radial Component Model and Selective Search". Ultrasound in Medicine & Biology (UMB), 2014.(4)Shujun Wang, Lequan Yu, Xin Yang, Chi-Wing Fu, and Pheng-Ann Heng. "Patch-based Output Space Adversarial Learning for Joint Optic Disc and Cup Segmentation". IEEE TMI, 2019.

(5)Shengfeng Liu, Yi Wang, Xin Yang, Baiying Lei, Li Liu, Shawn Xiang Li, Dong Ni, Tianfu Wang. "Deep Learning in Medical Ultrasound Analysis: A Review". Engineering, 2019.

(6)Xin Yang, Lequan Yu, Lingyun Wu, Yi Wang, Dong Ni, Jing Qin, Pheng-Ann Heng. "Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images". AAAI, 2017.

(7)Xin Yang, Lequan Yu, Shengli Li, Xu Wang, Na Wang, Jing Qin, Dong Ni, Pheng-Ann Heng. "Towards Automatic Semantic Segmentation in Volumetric Ultrasound". MICCAI, 2017.

(8)Xin Yang, Haoran Dou, Ran Li, Xu Wang, Cheng Bian, Shengli Li, Dong Ni and Pheng-Ann Heng. "Generalizing Deep Models for Ultrasound Image Segmentation". MICCAI, 2018.

(9)Xin Yang, Wenlong Shi, Haoran Dou, Jikuan Qian, Yi Wang, Wufeng Xue, Shengli Li, Dong Ni, and Pheng-Ann Heng. "FetusMap: Fetal Pose Estimation in 3D Ultrasound". MICCAI, 2019.

(10)Lequan Yu, Xin Yang, Hao Chen, Jing Qin, Pheng-Ann Heng. "Volumetric ConvNets with Mixed Residual Connections for Automated Prostate Segmentation from 3D MR Images". AAAI, 2017.

获奖

(1)2018, 香港中文大学ORAP优秀博士生海外研究资助奖(HKD 50,000)

(2)2017, AAAI会议学生奖学金(USD 700)