电子邮件: zhangjiong@nimte.ac.cn
通信地址: 白沙路街道学林路99号中科院慈溪生物医学工程研究所
邮政编码: 315300
研究领域
主要研究方向是
- 医学图像处理
- 计算机辅助诊断
- 计算机视觉
- 模式识别
- 人工智能
主要从事医学图像分析,计算机辅助诊断和人工智能方向的研究工作,掌握了医学图像处理领域和人工智能领域内的主流分析理论和应用方法,主要针对眼科和大脑影像,尤其是微血管影像开展前沿技术开发和临床问题研究。
个人简介
入选中科院人才计划,浙江省杰出青年基金,宁波市领军人才,宁波市甬江引才工程创新个人等。 2017年博士毕业于荷兰埃因霍芬理工大学(TU/e)医学影像分析方向,之后分别在埃因霍芬理工大学和美国南加州大学(USC)Keck医学院神经影像学与信息学研究所(LONI)从事博士后研究工作,现就职于中科院宁波材料所-慈溪生物医学工程研究所(NIMTE)。主要从事医学图像分析,计算机辅助诊断和人工智能方向的研究工作,掌握了医学图像处理领域和人工智能领域内的主流分析理论和应用方法,主要针对眼科和大脑影像,尤其是微血管影像开展前沿技术开发和临床问题研究。近五年来共发表论文70余篇,以第一/通讯作者在领域内权威期刊《IEEE Trans. Med. Img.》、《IEEE Trans. Img. Process.》、《IEEE. Trans. Biomed. Eng.》等发表论文近30篇,曾获荷兰科学技术基金会NWO和IBM“最佳研究奖一等奖”。现担任国际期刊《Medical Physics》、《BMJ Open Ophthalmology》编委及《IEEE J Biomed Health Inform》等多个国际期刊客座编委,曾担任多个计算机视觉和医学图像处理国际会议如ICCCV(2022)程序主席,以及AAAI(2021)、ICCV-CVPM、CVPR-CVPM 、 MICCAI-OMIA 和 VSIP(2022)程序委员会委员,并担任国际期刊IEEE-TMI、IEEE-TIP、IEEE-TBME、MEDIA等20多个国际权威期刊和会议的同行评审,被评为IEEE-TMI杰出审稿人。承担参与国家自然科学基金面上项目和青年项目、中科院引才项目以及浙江省自然科学基金杰出青年项目、重点项目和宁波市等多个项目。
招生信息
常年招收研究生,课题生以及实习生是,只要你符合以下专业之一(不仅限于):
计算机科学专业
通信工程专业
机械工程专业
自动化专业
软件工程专业
生物医学工程专业
招生专业
招生方向
工作经历
2021.05 -- 至今 中国科学院宁波材料技术与工程研究所所属生物医学工程研究所 副研究员
2017.11 -- 2021.05 美国 南加州大学 Keck医学院神经影像学与信息学研究所(LONI) 博士后
2017.03 -- 2017.11 荷兰 埃因霍芬理工大学, 生物医学工程学院(IMAG/e) 博士后
教授课程
专利与奖励
出版信息
- [1] Xiayu Xu, Peiwei Yang, Hualin Wang, Zhanfeng Xiao, Gang Xing, Xiulan Zhang, Wei Wang, Feng Xu, Jiong Zhang*, Jianqin Lei*. AV-casNet: Fully Automatic Arteriole-Venule Segmentation and Differentiation in OCT Angiography[J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2022.
- [2] Zhang, Jiong, Qiao, Yuchuan, Sarabi, Mona Sharifi, Khansari, Maziyar M, Gahm, Jin K, Kashani, Amir H, Shi, Yonggang. 3D Shape Modeling and Analysis of Retinal Microvasculature in OCT-Angiography Images.IEEE TRANSACTIONS ON MEDICAL IMAGING. 2020, 39(5): 1335-1346, https://www.webofscience.com/wos/woscc/full-record/WOS:000532214700005.
- [3] Zhao, Yitian, Zhang, Jiong*, Pereira, Ella, Zheng, Yalin, Su, Pan, Xie, Jianyang, Zhao, Yifan, Shi, Yonggang, Qi, Hong, Liu, Jiang, Liu, Yonghuai. Automated Tortuosity Analysis of Nerve Fibers in Corneal Confocal Microscopy (vol 39, pg 2725, 2020). IEEE TRANSACTIONS ON MEDICAL IMAGING. 2020, 39(11): 3758-3758, https://www.webofscience.com/wos/woscc/full-record/WOS:000586352000044.
- [4] Chen, Da, Zhang, Jiong*, Cohen, Laurent D. Minimal Paths for Tubular Structure Segmentation With Coherence Penalty and Adaptive Anisotropy. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 28(3): 1271-1284, https://www.webofscience.com/wos/woscc/full-record/WOS:000450166100003
- [5] Zhang, Jiong, Bekkers, Erik, Chen, Da, Berendschot, Tos T J M, Schouten, Jan, Pluim, Josien P W, Shi, Yonggang, Dashtbozorg, Behdad, Romeny, Bart M ter Haar. Reconnection of Interrupted Curvilinear Structures via Cortically Inspired Completion for Ophthalmologic Images. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING[J]. 2018, 65(5): 1151-1165, https://www.webofscience.com/wos/woscc/full-record/WOS:000430695900021.
- [6] Dashtbozorg, Behdad, Zhang, Jiong*, Huang, Fan, Romeny, Bart M ter Haar. Retinal Microaneurysms Detection Using Local Convergence Index Features. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2018, 27(7): 3300-3315, http://dx.doi.org/10.1109/TIP.2018.2815345.
[7] Zhang, Jiong, Chen, Yuan, Bekkers, Erik, Wang, Meili, Dashtbozorg, Behdad, Romeny, Bart M ter Haar. Retinal vessel delineation using a brain-inspired wavelet transform and random forest. PATTERN RECOGNITION[J]. 2017, 69: 107-123, http://dx.doi.org/10.1016/j.patcog.2017.04.008.
- [8] Zhang, Jiong, Dashtbozorg, Behdad, Bekkers, Erik, Pluim, Josien P W, Duits, Remco, Romeny, Bart M ter Haar. Robust Retinal Vessel Segmentation via Locally Adaptive Derivative Frames in Orientation Scores. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2016, 35(12): 2631-2644, https://www.webofscience.com/wos/woscc/full-record/WOS:000391547700012.
[9] Hao, Jinkui, Liu, Jiang, Pereira, Ella, Liu, Ri, Zhang, Jiong, Zhang, Yangfan, Yan, Kun, Gong, Yan, Zheng, Jianjun, Zhang, Jingfeng, Liu, Yonghuai, Zhao, Yitian. Uncertainty-guided graph attention network for parapneumonic effusion diagnosis. MEDICAL IMAG ANALYSIS[J]. 2022, 75: http://dx.doi.org/10.1016/j.media.2021.102217.
[10] Hao, Huaying, Zhao, Yitian, Yan, Qifeng, Higashita, Risa, Zhang, Jiong, Zhao, Yifan, Xu, Yanwu, Li, Fei, Zhang, Xiulan, Liu, Jiang. Angle-closure assessment in anterior segment OCT images via deep learning. MEDICAL IMAGE ANALYSIS[J]. 2021, 69: http://dx.doi.org/10.1016/j.media.2021.101956.
[11] Awais, Muhammad, Long, Xi, Yin, Bin, Farooq Abbasi, Saadullah, Akbarzadeh, Saeed, Lu, Chunmei, Wang, Xinhua, Wang, Laishuan, Zhang, Jiong, Dudink, Jeroen, Chen, Wei. A Hybrid DCNN-SVM Model for Classifying Neonatal Sleep and Wake States Based on Facial Expressions in Video. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS[J]. 2021, 25(5): 1441-1449, http://dx.doi.org/10.1109/JBHI.2021.3073632.
[12] Kashani, Amir H, Asanad, Samuel, Chan, Jane W, Singer, Maxwell B, Zhang, Jiong, Sharifi, Mona, Khansari, Maziyar M, Abdolahi, Farzan, Shi, Yonggang, Biffi, Alessandro, Chui, Helena, Ringman, John M. Past, present and future role of retinal imaging in neurodegenerative disease. PROGRESS IN RETINAL AND EYE RESEARCH. 2021, 83: http://dx.doi.org/10.1016/j.preteyeres.2020.100938.
[13] Ma, Yuhui, Hao, Huaying, Xie, Jianyang, Fu, Huazhu, Zhang, Jiong, Yang, Jianlong, Wang, Zhen, Liu, Jiang, Zheng, Yalin, Zhao, Yitian. ROSE: A Retinal OCT-Angiography Vessel Segmentation Dataset and New Model. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2021, 40(3): 928-939, https://www.webofscience.com/wos/woscc/full-record/WOS:000626332400013.
[14] Khansari, Maziyar M, Zhang, Jiong, Qiao, Yuchuan, Gahm, Jin Kyu, Sarabi, Mona Sharifi, Kashani, Amir H, Shi, Yonggang. Automated Deformation-Based Analysis of 3D Optical Coherence Tomography in Diabetic Retinopathy. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2020, 39(1): 236-245, https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6928449/.
[15] Sarabi, Mona Sharifi, Khansari, Maziyar M, Zhang, Jiong, KushnerLenhoff, Sam, Gahm, Jin Kyu, Qiao, Yuchuan, Kashani, Amir H, Shi, Yonggang. 3D Retinal Vessel Density Mapping With OCT-Angiography. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS[J]. 2020, 24(12): 3466-3479, http://dx.doi.org/10.1109/JBHI.2020.3023308.
[16] Jiong Zhang, Amir H Kashani, Yonggang Shi. 3D Surface-Based Geometric and Topological Quantification of Retinal Microvasculature in OCT-Angiography via Reeb Analysis. Medical image computing and computer-assisted intervention : MICCAI 2019. International Conference on Medical Image Computing and Computer-Assisted Intervention. 2019, 11764: 57-65, https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8045407/.
[17] Jiong Zhang, Amir H. Kashani and Yonggang Shi. “3D Surface-Based Geometric and Topological Quantification of Retinal Microvasculature in OCT-Angiography via Reeb Analysis”. In MICCAI 2019, vol. 12907, pp. 710-720, Springer, Cham, 2019
[18] Jiong Zhang, Yonggang Shi. “Personalized Matching and Analysis of Cortical Folding Patterns via Patch-Based Intrinsic Brain Mapping”. In MICCAI 2021, vol. 11764, pp. 57-65, Springer, Cham
[19] Yanmiao Bai, Jinkui Hao, Huazhu Fu, Yan Hu, Xinting Ge, Jiang Liu, Yitian Zhao*, Jiong Zhang*. “Unsupervised Lesion-Aware Transfer Learning for Diabetic Retinopathy Grading in Ultra-Wide-Field Fundus Photography”. In MICCAI 2022. vol 13432, pp. 560-570, Springer, Cham, 2022
[20] Jiayu Chen, Lei Mou, Shaodong Ma, Huazhu Fu, Lijun Guo, Yalin Zheng, Jiong Zhang*, Yitian Zhao*. “NerveFormer: A Cross-Sample Aggregation Network for Corneal Nerve Segmentation”. In MICCAI 2022. vol 13434, pp. 79-88, Springer, Cham, 2022
[21] Tao Chen, Yitian Zhao, Lei Mou, Dan Zhang, Xiayu Xu, Mengting Liu, Huazhu Fu & Jiong Zhang*, “RBGNet: Reliable Boundary-Guided Segmentation of Choroidal Neovascularization”. In MICCAI 2023. vol 14223, vol. 9279, pp. 163-172, Springer, Cham, 2023
- [22] Yuanyuan Li, Huaying Hao, Dan Zhang, Huazhu Fu, Mengting Liu, Caifeng Shan, Yitian Zhao, Jiong Zhang*, “MPMNet: Modal Prior Mutual-support Network for Age-related Macular Degeneration Classification”. MICCAI 2024.
- [23] Qihang Xie, Dan Zhang, Lei Mou, Shanshan Wang, Yitian Zhao, Mengguo Guo, Jiong Zhang*, “DSNet: A Spatio-Temporal Consistency Network for Cerebrovascular Segmentation in Digital Subtraction Angiography Sequences”. MICCAI 2024.