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，已发表论文20余篇，其中以第一作者或通讯作者发表11篇。
研究兴趣
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医学影像分析、医学计算机辅助诊断、机器学习
教育背景
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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
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2020.09-至今汕头大学工学院，生物医学工程系，讲师
科研项目
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广东省自然科学基金面上项目，2023/1/1-2025/12/31，主持
科研论文
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1. 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, 46(4), 2019, 1752-1765.
2. Xiangyuan Ma, Jinlong Wang, Xinpeng Zheng, Zhuangsheng Liu*, Wansheng Long, Yaqin Zhang*, Jun Wei and Yao Lu*. Automated Fibroglandular Tissue Segmentation in Breast MRI Using Generative Adversarial Networks. Physics in Medicine & Biology, 2020, 65(10): 105006.
3. 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.
4. Meiai Lin, Yixiong Zheng, Lijun Yang, Jingwen Yan, Xiangyuan Ma*, Yanchun Guo*. Unsupervised Adaptive Deep Learning Framework for Video Denoising in Light Scattering Imaging. Analytical Chemistry, 2025, 97(21): 11035-11043.
5. Kangli Dong, Wei Liang, Ting Hou, Zhijie Lu, Yixuan Hao, Chenrui Li, Yue Qiu, Nan Kong, Yan Cheng, Yaqi Wen, Wanyin Ma, Wenbin Zheng, Jitian Guan, Yan Lin, Kai Huang, Lu Zhang, Siya Chen, Xiangyuan Ma*, Renhua Wu*, Naili Wei*. Exploring the impact of APOE ɛ4 on functional connectivity in Alzheimer’s disease across cognitive impairment levels. NeuroImage, 2025, 305: 120951.
6. Si Li; Keming Chen; Xiangyuan Ma*; Zengguo Liang. “Semi-supervised low-dose SPECT restoration using sinogram inner-structure aware graph neural network.” Physics in Medicine & Biology, 2024, 69(5): 055016.
7. Wei Liang, Haixiong Wu, Hongbin Guo, Zhanyao Huang, Shibin Liang, Jinhuang Zhang, Huiling Zhang, Xiangyuan Ma* and Zibi Xu*, Pairwise hemorrhage-brain region interaction-driven hemorrhagic stroke assessment in CT. Physics in Medicine & Biology, 2024, 70(1): 015006.
8. Meiai Lin, Ting Liu, Yixiong Zheng, Xiangyuan Ma*. "Dynamic light scattering microscopy sensing mitochondria dynamics for label-free detection of triple-negative breast cancer enhanced by deep learning." Biomedical Optics Express 2023, 14(10): 5048-5059.
9. 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* and Yao Lu*. "Atypical architectural distortion detection in digital breast tomosynthesis: a computer-aided detection model with adaptive receptive field." Physics in Medicine & Biology, 2023, 68(4): 045013.
10. 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.
11. 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.
专利
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(1) 一种脑中线自动勾画与偏移量检测方法、系统及设备, 2025-2-11, 中国, ZL202410527688.2
(2) 图像分割分类方法及装置，2025-3-18, 中国, ZL202411665438.1
教学工作
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[BME1101A] Biomedical Engineering
[BME3204A] Medical Imaging Physics
[BME4405B] Biomedical Engineering Senior Design
学术兼职
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广东省医师协会人工智能临床应用委员会委员
