基本信息

张炯  男    中国科学院宁波材料技术与工程研究所
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

个人主页


研究领域

主要研究方向是

  1. 医学图像处理
  2. 计算机辅助诊断
  3. 计算机视觉
  4. 模式识别
  5. 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
入选中科院引才“BR计划”(B类),浙江省高层次人才计划(QR),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。近五年来以第一作者和合作作者身份共发表论文50余篇(第一/通讯作者的论文20余篇),有多篇发表在领域内权威刊物如《IEEE Trans. on Medical Imaging (TMI)》、《IEEE Trans. on Image Processing (TIP)》等期刊上,曾获荷兰科学技术基金会NWO和IBM“最佳研究奖一等奖”。现兼任多个国际期刊客座编委,担并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项目、中科院引才项目以及浙江省和宁波市多个项目。

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
080201-机械制造及其自动化
083100-生物医学工程
招生方向
医学图像分析,计算机辅助诊断
计算机视觉
模式识别,人工智能

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


出版信息

  • [1] 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 IMAGE ANALYSIS[J]. 2022, 75: http://dx.doi.org/10.1016/j.media.2021.102217.

  • [2] 张炯. DeepGrading: Deep Learning Grading of Corneal Nerve Tortuosity. EEE Transactions on Medical Imaging[J]. 2022, Early Access(2022): 1-13, https://ieeexplore.ieee.org/abstract/document/9729201.

  • [3] 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.

  • [4] 张炯. DeepGrading: Deep Learning Grading of Corneal Nerve Tortuosity. IEEE Transactions on Medical Imaging[J]. 2022, Early Access(2022): 1-13, https://ieeexplore.ieee.org/abstract/document/9729201.

  • [5] 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.

  • [6] Jinghui Lin, Lei Mou, Qifeng Yan, Shaodong Ma, Xingyu Yue, Shengjun Zhou, Zhiqing Lin, Jiong Zhang, Jiang Liu, Yitian Zhao. Automated Segmentation of Trigeminal Nerve and Cerebrovasculature in MR-Angiography Images by Deep Learning. Frontiers in Neuroscience[J]. 2021, 15: 

  • [7] 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.

  • [8] 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 RESEARCHnull. 2021, 83: http://dx.doi.org/10.1016/j.preteyeres.2020.100938.

  • [9] Ge, Xinting, Zhang, Dan, Qiao, Yuchuan, Zhang, Jiong, Xu, Junhai, Zheng, Yuanjie, Alzheimers Dis Neuroimaging Initia. Association of Tau Pathology With Clinical Symptoms in the Subfields of Hippocampal Formation. FRONTIERS IN AGING NEUROSCIENCE[J]. 2021, 13: http://dx.doi.org/10.3389/fnagi.2021.672077.

  • [10] Zhao, Yitian, Zhao, Jinyu, Gu, Yuanyuan, Chen, Bang, Guo, Jiaqi, Xie, Jianyang, Yan, Qifeng, Ma, Yuhui, Wu, Yufei, Zhang, Jiong, Lu, Qinkang, Liu, Jiang. Outer Retinal Layer Thickness Changes in White Matter Hyperintensity and Parkinson's Disease. FRONTIERS IN NEUROSCIENCE[J]. 2021, 15: http://dx.doi.org/10.3389/fnins.2021.741651.

  • [11] 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.

  • [12] Jinghui Lin, Lei Mou, Qifeng Yan, Shaodong Ma, Xingyu Yue, Shengjun Zhou, Zhiqing Lin, Jiong Zhang, Jiang Liu, Yitian Zhao. Automated Segmentation of Trigeminal Nerve and Cerebrovasculature in MR-Angiography Images by Deep Learning. Frontiers in Neuroscience[J]. 2021, 15: 

  • [13] 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.

  • [14] Ge, Xinting, Zhang, Dan, Qiao, Yuchuan, Zhang, Jiong, Xu, Junhai, Zheng, Yuanjie, Alzheimers Dis Neuroimaging Initia. Association of Tau Pathology With Clinical Symptoms in the Subfields of Hippocampal Formation. FRONTIERS IN AGING NEUROSCIENCE[J]. 2021, 13: http://dx.doi.org/10.3389/fnagi.2021.672077.

  • [15] 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 RESEARCHnull. 2021, 83: http://dx.doi.org/10.1016/j.preteyeres.2020.100938.

  • [16] Zhao, Yitian, Zhao, Jinyu, Gu, Yuanyuan, Chen, Bang, Guo, Jiaqi, Xie, Jianyang, Yan, Qifeng, Ma, Yuhui, Wu, Yufei, Zhang, Jiong, Lu, Qinkang, Liu, Jiang. Outer Retinal Layer Thickness Changes in White Matter Hyperintensity and Parkinson's Disease. FRONTIERS IN NEUROSCIENCE[J]. 2021, 15: http://dx.doi.org/10.3389/fnins.2021.741651.

  • [17] 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.

  • [18] 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[J]. 2020, 39(5): 1335-1346, https://www.webofscience.com/wos/woscc/full-record/WOS:000532214700005.

  • [19] 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 IMAGINGnull. 2020, 39(11): 3758-3758, https://www.webofscience.com/wos/woscc/full-record/WOS:000586352000044.

  • [20] 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/.

  • [21] 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. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2020, 39(9): 2725-2737, http://dx.doi.org/10.1109/TMI.2020.2974499.

  • [22] 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.

  • [23] 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[J]. 2020, 39(5): 1335-1346, https://www.webofscience.com/wos/woscc/full-record/WOS:000532214700005.

  • [24] 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 IMAGINGnull. 2020, 39(11): 3758-3758, https://www.webofscience.com/wos/woscc/full-record/WOS:000586352000044.

  • [25] 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/.

  • [26] 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. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2020, 39(9): 2725-2737, http://dx.doi.org/10.1109/TMI.2020.2974499.

  • [27] 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.

  • [28] 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 ... International Conference on Medical Image Computing and Computer-Assisted Intervention. 2019, 11764: 57-65, https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8045407/.

  • [29] 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.

  • [30] 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 ... International Conference on Medical Image Computing and Computer-Assisted Intervention. 2019, 11764: 57-65, https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8045407/.

  • [31] 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.

  • [32] 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.

  • [33] Li, Zhang, Huang, Fan, Zhang, Jiong, Dashtbozorg, Behdad, AbbasiSureshjani, Samaneh, Sun, Yue, Long, Xi, Yu, Qifeng, Romeny, Bart ter Haar, Tan, Tao. Multi-modal and multi-vendor retina image registration. BIOMEDICAL OPTICS EXPRESS[J]. 2018, 9(2): 410-422, https://www.webofscience.com/wos/woscc/full-record/WOS:000425923300005.

  • [34] 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.

  • [35] 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.

  • [36] Li, Zhang, Huang, Fan, Zhang, Jiong, Dashtbozorg, Behdad, AbbasiSureshjani, Samaneh, Sun, Yue, Long, Xi, Yu, Qifeng, Romeny, Bart ter Haar, Tan, Tao. Multi-modal and multi-vendor retina image registration. BIOMEDICAL OPTICS EXPRESS[J]. 2018, 9(2): 410-422, https://www.webofscience.com/wos/woscc/full-record/WOS:000425923300005.

  • [37] 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.

  • [38] AbbasiSureshjani, Samaneh, Zhang, Jiong, Duits, Remco, Romeny, Bart ter Haar. Retrieving challenging vessel connections in retinal images by line co-occurrence statistics. BIOLOGICAL CYBERNETICS[J]. 2017, 111(3-4): 237-247, https://www.webofscience.com/wos/woscc/full-record/WOS:000405515100002.

  • [39] 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.

  • [40] AbbasiSureshjani, Samaneh, Zhang, Jiong, Duits, Remco, Romeny, Bart ter Haar. Retrieving challenging vessel connections in retinal images by line co-occurrence statistics. BIOLOGICAL CYBERNETICS[J]. 2017, 111(3-4): 237-247, https://www.webofscience.com/wos/woscc/full-record/WOS:000405515100002.

  • [41] 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.

  • [42] Zhang, Jiong, Duits, Remco, Sanguinetti, Gonzalo, Romeny, Bart M ter Haar. Numerical Approaches for Linear Left-invariant Diffusions on SE(2), their Comparison to Exact Solutions, and their Applications in Retinal Imaging. NUMERICAL MATHEMATICS-THEORY METHODS AND APPLICATIONS[J]. 2016, 9(1): 1-50, https://www.webofscience.com/wos/woscc/full-record/WOS:000370276900001.

  • [43] Huang, Fan, Dashtbozorg, Behdad, Zhang, Jiong, Bekkers, Erik, AbbasiSureshjani, Samaneh, Berendschot, Tos T J M, Romeny, Bart M ter Haar. Reliability of Using Retinal Vascular Fractal Dimension as a Biomarker in the Diabetic Retinopathy Detection. JOURNAL OF OPHTHALMOLOGY[J]. 2016, 2016: https://doaj.org/article/feb22055146b4627917ee766e1117967.

  • [44] 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.

  • [45] Romeny, Bart M ter Haar, Bekkers, Erik J, Zhang, Jiong, AbbasiSureshjani, Samaneh, Huang, Fan, Duits, Remco, Dashtbozorg, Behdad, Berendschot, Tos T J M, SmitOckeloen, Iris, Eppenhof, Koen A J, Feng, Jinghan, Hannink, Julius, Schouten, Jan, Tong, Mengmeng, Wu, Hanhui, van Triest, Han W, Zhu, Shanshan, Chen, Dali, He, Wei, Xu, Ling, Han, Ping, Kang, Yan. Brain-inspired algorithms for retinal image analysis. MACHINE VISION AND APPLICATIONS[J]. 2016, 27(8): 1117-1135, https://www.webofscience.com/wos/woscc/full-record/WOS:000389151100002.

  • [46] Zhang, Jiong, Duits, Remco, Sanguinetti, Gonzalo, Romeny, Bart M ter Haar. Numerical Approaches for Linear Left-invariant Diffusions on SE(2), their Comparison to Exact Solutions, and their Applications in Retinal Imaging. NUMERICAL MATHEMATICS-THEORY METHODS AND APPLICATIONS[J]. 2016, 9(1): 1-50, https://www.webofscience.com/wos/woscc/full-record/WOS:000370276900001.

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  • [48] 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.

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