教育經曆
2018.08-2022.11 澳門大學、電機與電腦工程、博士
2015.09-2018.06 365英国上市官网在线、計算機科學與技術、碩士
2011.08-2015.07 西安理工大學、計算機科學與技術、學士
工作經曆
2022.12-至今 365英国上市官网在线、365英国上市官网在线（密碼學院）、高聘副研究員
科研項目
1. 海南省科技人才創新項目，基于病人信息融合的精準深度學習心肌灌注SPECT圖像質量提升技術研究（KJRC2023D30），2024/01-2026/12，主持
2. 365英国上市官网在线科研啟動基金項目，基于深度學習的醫學圖像質量優化研究（RZ2300002754），2023/01-2027/12，主持
3. 海南省重大科技計劃，海底數據中心關鍵技術研究及應用示範（ZDKJ2021052），2023/01-2024/12，參與
4. 國家自然基金聯合基金項目，面向工程化應用的人工智能系統安全檢測與防護關鍵方法研究（U19B2044），2023/01-2023/12，參與
5. 國家自然科學基金優秀青年科學基金（港澳），人工智能于改良核醫學圖像質量的應用研究（81922080），2020/01-2022/12，主研
6. 澳門科學技術基金，Optimized respiratory gating strategy for thoracic PET/CT （114/2016/A3），2018/08-2021/12，參與
部分論文
[1] 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. (中科院2區)
[2] ZY Peng, FW Zhang, Han Jiang, GC Liu, JZ Sun, Y Du, Y Wang*, and GSP Mok*. Deep learning-based low dose whole body PET denoising incorporating CT priors. Quantitative Imaging in Medicine and Surgery. 2024. (中科院2區)
[3] Y Du, JZ Sun, CY Li, BH Yang, TH Wu, and GSP Mok*. Myocardial perfusion SPECT denoising using an attention-guided generative adversarial network with integrated multi-frequency generators. Paper accepted for presentation at Society of Nuclear Medicine and Molecular Imaging (SNMMI) 2024 Annual Meeting, June 8-11, 2024. Toronto, Canada. (美國核醫學年會)
[4] TH Qiao, CJ Cao, BH Zou, FJ Tao, YN Cheng, Q Zhang, and JZ Sun*. A weighted discrete wavelet transform-based capsule network for malware classification. In Conference Record of 27th International Conference on Pattern Recognition (ICPR 2024), December 1-5, Kolkata, India. (CAAI-B, CCF-C)
[5] BH Zou, CJ Cao*, LJ Wang, SZ Fu, TH Qiao, and JZ Sun. FACILE: A capsule network with fewer capsules and richer hierarchical information for malware image classification. Computers & Security, 137 (2024): 103606. (中科院2區)
[6] 符思政, 曹春傑*, 劉志遠, 陶方艦 & 孫敬張*. 用于攻擊深度哈希圖像檢索模型的雙分支自編碼器網絡. 電信科學. 39, no. 11 (2023): 96-106. (中國通信學會T1)
[7] ZY Liu, CJ Cao*, FJ Tao, and JZ Sun*. Revisiting graph contrastive learning for anomaly detection. In Conference Record of 26th European Conference on Artificial Intelligence ECAI 2023, September 30-October 4, 2023. Krakow, Poland. (CCF-B)
[8] 孫敬張，李建穎，吳東信，楊邦宏，劉義華 & 莫升萍*. 基于注意力機制的生成對抗網絡對投影域低劑量心肌灌注SPECT降噪. 中華醫學會核醫學分會2023年學術年會, 口頭彙報, 2023年9月21-23日, 陝西西安
[9] JZ Sun, CY Li, TH Wu, BH Yang, and GSP Mok*. One-size-fits-all deep learning model for fast myocardial perfusion SPECT denoising. Paper accepted for presentation at Society of Nuclear Medicine and Molecular Imaging (SNMMI) 2023 Annual Meeting, June 24-27, 2023. Chicago, Illinois, USA. (美國核醫學年會)
[10] HR Li, CJ Cao*, Y Sun, HF Peng, YF Li, and JZ Sun*. Deep wavelet residual attention network for radio frequency fingerprint recognition under low SNR. In Conference Record of 2023 IEEE 20th International Conference on Mobile Ad Hoc and Smart Systems (MASS), September 25-27, 2023. Toronto, Canada. (CCF-C)
[11] SZ Fu, CJ Cao*, FJ Tao, BH Zou, XY Lin, and JZ Sun*. LGWAE: Label-guided weighted autoencoder network for flexible targeted attacks of deep hashing. In Conference Record of the 2023 International Joint Conference on Neural Networks (IJCNN), June 18-23, 2023. Queensland, Australia. (CCF-C)
[12] 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. 50, no. 8 (2023): 2319-2330. (中科院1區Top)
[13] Y Du, H Jiang, CN Lin, ZY Peng, JZ Sun, PY Chiu, GU Hung *, and GSP Mok*. Generative adversarial network-based attenuation correction for 99mTc-TRODAT-1 brain SPECT. Frontiers in Medicine, 10 (2023): 1171118
[14] 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. 10 (2023): 1083413
[15] Y Du, JJ Shang, JZ Sun, L Wang, YH Liu, H Xu, and GSP Mok*. Deep-learning-based estimation of attenuation map improves attenuation correction performance over direct attenuation estimation for myocardial perfusion SPECT. Journal of Nuclear Cardiology. 30, no. 3 (2023): 1022-1037
[16] 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. 30, no. 3 (2023): 970-985. (2024年度最佳技術論文)
[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. In Conference Record of the 2022 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), November 5-12, 2022. Milano, Italy. (核醫學領域頂級會議，Oral presentation, <5%)
[18] JZ Sun, CY Li, Y Du, TH Wu, YH Liu, BH Yang, and GSP Mok*. Deep learning-based denoising for low dose myocardial perfusion SPECT. The 8th Rising Nuclear Medicine Professional Challenge at 14th Asia Oceania Congress of Nuclear Medicine and Biology (AOCNMB), September 6-7, 2022. Kyoto, Japan. (亞洲大洋洲核醫學年會聯盟，核醫學青年研究者競賽)
[19] 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. 49, no. 8 (2022): 5093-5106. (中科院2區)
[20] 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. 12, no. 7 (2022): 3539. (中科院2區)
[21] Y Du, JZ Sun, and GSP Mok*. Preliminary performance evaluation of deep learning-based attenuation corrections for myocardial perfusion SPECT. In Conference Record of the 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2021. October 16–23 2021, Yokohama, Japan. (核醫學領域頂級會議，Oral presentation, <5%)
[22] 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. In Conference Record of the 2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), October 31–November 7, 2020, Boston, USA. (核醫學領域頂級會議，Oral presentation, <5%)
[23] D Zhang, JZ Sun, PH Pretorius, MA King and GSP Mok*. Clinical evaluation of three respiratory gating schemes for different respiratory patterns on cardiac SPECT. Medical physics, 47, no. 9 (2020): 4223-4232. (中科院2區)
[24] 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. In Conference Record of the 2019 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), October 28–November 3, 2019, Manchester, England. (核醫學領域頂級會議)
[25] 曹春傑*, 孫敬張, 張智強, 王隆娟, & 黃夢醒. 基于相似度的僞随機序列中超長稀疏特征分析. 通信學報, 37(Z1), 2016. (CCF-T1)
知識産權
1. 曹春傑，荊兆星，孫敬張，闫鴻宇. 基于區塊鍊的司法數據處理方法. 發明專利. CN 118133306 B. 2024年09月13日. (已授權)
2. 惡意軟件分類檢測系統V1.0. 2024SR1236957. 軟件著作權. 2024年08月23日.
獲獎情況
1. 2023年度最佳技術論文獎（美國核心髒學會ASNC）(2024)
2. 指導學生獲“北鬥杯”第十五屆全國青少年空天科技體驗與創新大賽國家三等獎2項、海南省一等獎2項 (2024)
3. 指導學生獲“華為杯”第二屆中國研究生網絡安全創新大賽國家二等獎2項 (2023)
4. IEEE NSS/MIC Conference Trainee Award (2022 & 2019)
5. 提名Rising nuclear medicine professional challenge of AONMAB (2022)
學術服務
1. 海南醫學會核醫學分會 委員 (2023-2026)
2. 中國人工智能學會 青年工作委員會 (2024-2025)
3. 期刊Radiation Medicine and Protection (RMP) 青年編委 (2023-2025)
4. 期刊IEEE Transactions on Neural Networks and Learning Systems，Medical Physics 審稿人
5. 學術會議2024 The International Joint Conference on Neural Networks (IJCNN) TPC reviewer
個人網站：https://hnumedimglab.github.io/
招收研究生，歡迎郵件聯系！
