医学影像分析、医学计算机辅助诊断、机器学习等。

马祥园，讲师，于中山大学取得学士和博士学位，主要研究兴趣包括医学影像分析、医学计算机辅助诊断、机器学习等。曾在美国密歇根大学安娜堡分校医学院和香港城市大学访学，主持广东省自然科学基金项目一项，发表期刊论文12篇，会议论文9篇。

教育背景

2011.09-2015.06中山大学数学学院，信息与计算科学专业，理学学士

2015.08-2020.06中山大学数据科学与计算机学院，计算数学专业，理学博士

2017.09-2018.08美国密歇根大学安娜堡分校医学院，访问学者

2019.09-2020.01香港城市大学数学系，研究助理

工作经历

2019.09-至今汕头大学工学院，生物医学工程系，讲师

研究方向

医学影像分析、医学计算机辅助诊断、机器学习

科研项目

基于生成对抗网络的双侧乳腺断层摄影中异常征象检测方法研究，广东省自然科学基金项目，2023/1/1-2025/12/31，主持

科研论文

1. Xiangyuan Ma, Jinlong Wang, Xinpeng Zheng, Zhuangsheng Liu, Wansheng Long, Yaqin Zhang, Jun Wei, Yao Lu. Automated fibroglandular tissue segmentation in breast MRI using generative adversarial networks. Physics in Medicine & Biology 2020, 65(10): 105006.

2. Xiangyuan Ma, Jun Wei, Chuan Zhou, Mark A. Helvie, Heang-Ping Chan, Lubomir M. Hadjiiski, Yao Lu. Automated pectoral muscle identification on MLO-view mammograms: Comparison of deep neural network to conventional computer vision. Medical Physics 2019, 46(5): 2103-2114.

3. Xiangyuan Ma, Lubomir M. Hadjiiski, Jun Wei, Heang-Ping Chan, Kenny H. Cha, Richard H. Cohan, Elaine M. Caoili, Ravi Samala, Chuan Zhou, Yao Lu. U-Net based deep learning bladder segmentation in CT urography. Medical Physics 2019, 46(4): 1752-1765.

4. Yue Li, Zilong He, Jiawei Pan, Weixiong Zeng, Jialing Liu, Zhaodong Zeng, Weimin Xu, Zeyuan Xu, Sina Wang, Chanjuan Wen, Hui Zeng, Jiefang Wu, Xiangyuan Ma, Weiguo Chen, Yao Lu. Atypical architectural distortion detection in digital breast tomosynthesis: a computer-aided detection model with adaptive receptive field. Physics in Medicine and Biology 2023, 68(4): 045013.

5. Yue Li, Zilong He, Xiangyuan Ma, Weixiong Zeng, Jialing Liu, Weimin Xu, Zeyuan Xu, Sina Wang, Chanjuan Wen, Hui Zeng, Jiefang Wu, Weiguo Chen, Yao Lu. Architectural distortion detection based on superior–inferior directional context and anatomic prior knowledge in digital breast tomosynthesis. Medical Physics 2022, 49(6): 3749-3768.

6. Yue Li, Zilong He, Yao Lu, Xiangyuan Ma, Yanhui Guo, Zheng Xie, Genggeng Qin, Weimin Xu, Zeyuan Xu, Weiguo Chen, Haibin Chen. Deep learning of mammary gland distribution for architectural distortion detection in digital breast tomosynthesis. Physics in Medicine & Biology 2021, 66(3): 035028.

7. Yun Chen, Yao Lu, Xiangyuan Ma, Yuesheng Xu. A content-adaptive unstructured grid based regularized CT reconstruction method with a SART-type preconditioned fixed-point proximity algorithm. Inverse Problems 2022, 38(3): 035005.

8. Xiangyuan Ma, Zilong He, Yue Li, Weixiong Zeng, Jiawei Pan, Jialing Liu, Weimin Xu, Zeyuan Xu, Sina Wang, Chanjuan Wen, Hui Zeng, Jiefeng Wu, Zhaodong Zeng, Weiguo Chen, Yao Lu. Multi-view based computer-aided model with anatomical position prior for architectural distortion detection in digital breast tomosynthesis. Vol. 12465. SPIE, 2023.

教学工作

Biomedical Engineering

Medical Imaging Physics

Biomedical Engineering Senior Design

学术兼职

广东省医师协会人工智能临床应用委员会委员