长期招收博士后、硕博研究生、本科毕设以及大二本科研究助理，欢迎邮件联系！
可招收“数据科学与大数据、大数据技术专业”学生
最新信息请访问个人主页介绍https://jingzhangsun.github.io/
教育及工作经历
2026.01-至今 必赢net.95、必赢net.95、副教授
2022.12-2025.12 必赢net.95、必赢net.95、高聘副研究员
2018.08-2022.11 澳门大学、电机与电脑工程、博士
2015.09-2018.06 必赢net.95、计算机科学与技术、硕士
2011.08-2015.07 西安理工大学、计算机科学与技术、学士
科研项目
1.国家自然科学基金—青年科学基金C类（12505396），2026/01-2028/12，主持
2.海南省科技人才创新项目（KJRC2023D30），2024/01-2026/12，主持
3.必赢net.95科研启动基金项目（RZ2300002754），2023/01-2027/12，主持
4.国家自然科学基金—优秀青年科学基金（港澳81922080），2020/01-2022/12，主研
5.澳门科学技术基金（114/2016/A3），2018/08-2021/12，参与
近五年部分已发表论文（*为通讯作者）
[1]ZY Xu (硕士生), Huan Xiao*, W Sun, JJ Yan, JQ Zhong, JL Li, CH Li, and JZ Sun*. ROI-free deep learning for global and split GFR estimation and CKD classification from dynamic 99mTc-DTPA planar renography. 2026 SNMMI Annual Meeting.
[2]CH Li (硕士生), ZM Fu, ZJ Fang, YK Shi, JS Huang, RX Huang, HY Wang, X Li, H Wang*, JZ Sun*, and GSP Mok*. Unsupervised registration-guided diffusion model for motion-corrected denoising in cardiac-gated myocardial perfusion SPECT. 2026 SNMMI Annual Meeting.
[3]CH Li (硕士生), JS Huang, JH Dong, CL Liu, YK Shi, Y Du, ZL Lu, CJ Cao, GSP Mok, H Wang*, and JZ Sun*. SMGDiff: Step mapping generalized diffusion model for efficient noise reduction in cardiac-gated myocardial perfusion SPECT images. EJNMMI Physics. 2026.
[4]JH Dong (硕士生), CG Huang, CH Li, CL Liu, Q Zhang, ZL Lu, Y Du, CJ Cao, and JZ Sun*. Personalized echocardiographic segmentation via a Bert-text-based y-shaped network with patient attributes. Medical Physics. 2026.
[5]CH Li (硕士生), JS Huang, CL Liu, JH Dong, Y Du, ZL Lu, H Wang*, and JZ Sun*. Dual diffusion models with unified weight fusion for simultaneous denoising and deblurring in cardiac gated MP-SPECT. Oral presentation at the 2025 IEEE NSS/MIC. (获 Trainee Grant奖，口头录用率<5%)
[6]JH Dong (硕士生), JS Huang, CH Li, Y Du, ZL Lu, H Wang*, and JZ Sun*. A multi-attention deep learning-based denoising method incorporating patient-specific information for cardiac gated myocardial perfusion SPECT. 2025 IEEE NSS/MIC.
[7]BH Zou (博士生), CJ Cao*, FJ Tao, Y Sun, LJ Wang, YQ Zhang, and JZ Sun*. JPEG-domain malware detection with pretrained lightweight vision transformer model. IEEE Transactions on Dependable and Secure Computing (TDSC), 2025.
[8]CH Li (硕士生), Yu D, CY Li, TH Wu, BH Yang, H Wang, ZL Lu, GSP Mok, and JZ Sun*. Low dose myocardial perfusion SPECT denoising using a fast generalized diffusion model. 2025 SNMMI Annual Meeting.
[9]JZ Sun, CH Li, Yu D, CY Li, TH Wu, BH Yang, H Wang, ZL Lu, and GSP Mok*. One-size-fits-all diffusion model for low dose myocardial perfusion SPECT denoising. 2025 SNMMI Annual Meeting.
[10]Y Du, JZ Sun, CY Li, BH Yang, TH Wu, and GSP Mok*. Deep learning-based multi-frequency denoising for myocardial perfusion SPECT. EJNMMI Physics. 2024.
[11]ZY Liu (硕士生), CJ Cao*, FJ Tao, and JZ Sun*. Revisiting graph contrastive learning for anomaly detection. 26th ECAI.
[12]孙敬张，李建颖，吴东信，杨邦宏，刘义华 & 莫升萍*. 基于注意力机制的生成对抗网络对投影域低剂量心肌灌注SPECT降噪. 中华医学会核医学分会2023年学术年会, 口头汇报
[13]ZL Lu, GF Chen, H Jiang, JZ Sun, K-H Lin, and GSP Mok*. SPECT and CT misregistration reduction in [99mTc] Tc-MAA SPECT/CT for precision liver radioembolization treatment planning. European Journal of Nuclear Medicine and Molecular Imaging. 2023.
[14]JZ Sun, H Jiang, Y Du, CY Li, TH Wu, YH Liu, BH Yang*, and GSP Mok*. Deep learning-based denoising in projection-domain and reconstruction-domain for low-dose myocardial perfusion SPECT. Journal of Nuclear Cardiology. 2023. (获美国核心脏病学会2024最佳技术论文奖)
[15]JZ Sun, CY Li, Y Du, TH Wu, YH Liu, BH Yang*, and GSP Mok*. Fast myocardial perfusion SPECT denoising using an attention-guided generative adversarial network. Frontiers in Medicine. 2023.
[16]JZ Sun, CY Li, TH Wu, BH Yang, and GSP Mok*. One-size-fits-all deep learning model for fast myocardial perfusion SPECT denoising. 2023 SNMMI Annual Meeting.
[17]JZ Sun, CY Li, Y Du, TH Wu, BH Yang, YH Liu, and GSP Mok*. Low dose myocardial perfusion SPECT denoising using an attention-guided generative adversarial network. Oral presentation at 2022 IEEE NSS/MIC. (获Trainee Grant奖，口头录用率<5%)
[18]JZ Sun, Q Zhang, Y Du, D Zhang, PH Pretorius, MA King, and GSP Mok*. Dual gating myocardial perfusion SPECT denoising using a conditional generative adversarial network. Medical Physics. 2022.
[19]JZ Sun, Y Du, CY Li, TH Wu, BH Yang, and GSP Mok*. Pix2Pix generative adversarial network for low dose myocardial perfusion SPECT denoising. Quantitative Imaging in Medicine and Surgery. 2022.
[20]GSP Mok*, JZ Sun, Q Zhang and Y Du. Comparison of projection-based and reconstruction-based low dose SPECT image denoising using a conditional generative adversarial network. 2020 IEEE NSS/MIC.
[21]JZ Sun, Q Zhang, D Zhang, PH Hendrik, MA King and GSP Mok*. Generative adversarial network for denoising in dual gated myocardial perfusion SPECT using a population of phantoms and clinical data. 2019 NSS/MIC. (获Trainee Grant奖)
[22]Q Zhang, JZ Sun, and GSP Mok*. Low dose SPECT image denoising using a generative adversarial network. 2019 The International Conference on Medical Imaging with Deep Learning (MIDL).
知识产权
1.孙敬张，孙志刚，徐卓远，李春浩，董佳慧，刘春磊，曹春杰. 基于自监督多模态特征融合的心电图心律失常预测方法. 发明专利. CN121354895A. 2025年9月29日. 已公开
2.孙敬张，刘春磊，曹春杰，李春浩，董佳慧. 基于VQGAN和广义扩散模型的SPECT影像重构方法和装置. 发明专利. CN202510552217.1. 2025年8月12日. 已公开
3.孙敬张，董佳慧，李春浩，刘春磊，孙志刚，徐卓远，曹春杰. 基于多模态数据融合的心脏评估快速诊断方法及相关装置. 发明专利. CN202510531480.2. 2025年8月8日. 已公开
4.孙敬张，李春浩，董佳慧，刘春磊，孙志刚，徐卓远，曹春杰. 基于无监督策略和广义扩散模型的低剂量SPECT影像降噪方法及系统. 发明专利. CN202510349675.5. 2025年7月4日. 已公开
5.个性化超声心动图分割及射血分数计算的一站式心脏智能量化分析系统V1.0.
6.基于广义扩散模型的SPECT影像降噪系统 V1.0. 2025SR0179689. 2025年1月26日.
7.CT影像肝脏肿瘤区域一站式分割系统V1.0. 2024SR1830769. 2024年11月19日.
8.恶意软件分类检测系统V1.0. 2024SR1236957. 软件著作权. 2024年08月23日.
获奖情况
1. 2025第十届全国大学生生物医学工程创新设计竞赛 国家一等奖1项、国家二等奖1项（指导硕士生、本科生）
2. 2024年度美国核心脏学会ASNC最佳技术论文奖
3. 2024“北斗杯”第十五届全国青少年空天科技体验与创新大赛 国家三等奖2项、海南省一等奖2项（指导硕士生）
4. 2023“华为杯”第二届中国研究生网络安全创新大赛国家二等奖2项（指导硕士生）
5. IEEE NSS/MIC Trainee Award 3项 (2025, 2022, 2019)
6. 提名Rising nuclear medicine professional challenge of AONMAB (2022)
学术服务
1.海南医学会核医学分会 委员 (2023-2026)
2.中国人工智能学会 青年工作委员会 (2024-2025)
3.期刊Radiation Medicine and Protection (RMP) 青年编委 (2023-2025)
4.期刊IEEE Transactions on Neural Networks and Learning Systems，Medical Physics，EJNMMI，EJNMMI Physics审稿人
