赵一天
博士
特聘教授
研究方向：智能医学
邮件：yitian.zhao@nimte.ac.cn
工作单位：中国科学院宁波材料所
个人主页：
个人简历
研究领域
代表性论文
个人简历：
赵一天博士，研究员，博士生导师。现任中科院宁波材料所所属医工所副所长，智能医学影像（iMED）团队负责人。先后获浙江省杰出青年基金、中国科协青年人才托举工程、中科院青促会，宁波3315创新个人等项目支持。2013年在英国艾伯瑞斯特维斯大学计算机科学专业获得博士学位。博士毕业后先后在英国利物浦大学和北京理工大学担任博士后和讲师。 现兼任 IEEE Trans. Medical Imaging、Medical Physics、Frontiers in Medicine等多个期刊副编，MICCAI （2021、2022、2023）的领域主席（area chair），ICIMH（2021，2022），VSIP（2021）的程序主席，MICCAI-OMIA，MIUA学术会议程序委员会委员，英国利物浦大学荣誉讲师。主要研究方向是医学图像处理、计算机视觉、虚拟现实与增强现实、人工智能及多学科交叉应用研究。近几年围绕精准医疗研究，开展了眼、脑、血管疾病的计算机辅助诊断研究和智能医疗设备研发。在IEEE TMI, MedIA, MICCAI, PR, IEEE TVCG, CVPR, ICCV, ECCV等领域知名期刊和会议发表论文100余篇，并获IEEE-TMI的杰出审稿人荣誉。承担参与国家自然科学基金、浙江省科技重点研发计划、浙江省自然科学基金重点项目等项目十余项。
研究领域：
医学图像处理、计算机视觉、人工智能在多学科中的应用研究
代表性论文：
1.Jianyang Xie, Quanyong Yi,, Antonella Macerollo, Ardendu Behera, Chenlei Fan, Alejandro Frangi, Jiang Liu, Hong Qi and Yitian Zhao*, Deep Segmentation of OCTA for Evaluation and Association of Changes of Retinal Microvasculature with Alzheimer’s Disease and Mild Cognitive Impairment, British Journal of Ophthalmology, 321399, 2023.
2. Yanda Meng, Joshua Bridge, Stu Franks, Maria Mackey, Steve Messenger, Renrong Sun, Thomas Fitzmaurice, Caroline McCann, Yitian Zhao*, Yalin Zheng, Bilateral Adaptive Graph Convolutional Network on CT based COVID-19 Diagnosis with Uncertainty-Aware Consensus-Assisted Multiple Instance Learning, Medical Image Analysis, 84: 102722, 2023.
3. Yanda Meng, Yitian Zhao*, Dongxu Gao, Barbra Hamill, Godhuli Patri, Tunde Peto, Savita Madhusudhan, Yalin Zheng, Dual Consistency Enabled Weakly and Semi-Supervised Optic Disc and Cup Segmentation with Dual Adaptive Graph Convolutional Networks, IEEE Transactions on Medical Imaging, 42(2):416 – 429, 2023.
4.Jinkui Hao, Ting Shen, Xueli Zhu, Yonghuai Liu, Ardhendu Behera, Dan Zhang, Jiang Liu, Jiong Zhang, Yitian Zhao*, Retinal Structure Detection in OCTA Image via Voting-based Multi-task Learning, IEEE Transactions on Medical Imaging, 41(12): 3969-3980, 2022.
5.Lei Mou, Hong Qi, Yonghuai Liu, Yalin Zheng, Peter Matthew, Pan Su, Jiang Liu, Jiong Zhang, Yitian Zhao*, DeepGrading: Deep Learning Grading of Corneal Nerve Tortuosity, IEEE Transactions on Medical Imaging, 41(8): 2079-2091, 2022.
6.Jinkui Hao, Fei Li, Huaying Hao, Yanwu Xu, Huazhu Fu, Xiulan Zhang, Jiang Liu, Yitian Zhao*, Hybrid Variation-aware Network for Angle-closure Assessment in AS-OCT, IEEE Transactions on Medical Imaging, 41(2): 254 - 265, 2022.
7.Yanda Meng, Hongrun Zhang, Yitian Zhao*, Xiaoyun Yang, YihongQiao, Ian JC MacCormick, Xiaowei Huang, Yalin Zheng, Graph-based region and boundary aggregation for biomedical image segmentation, IEEE Transactions on Medical Imaging, 41(3):690-701, 2022.
8.Likun Xia, Hao Zhang, Yufei Wu, Ran Song, Yuhui Ma, Lei Mou, Jiang Liu, YixuanXie, Ming Ma, Yitian Zhao*,3D Vessel-like Structure Segmentation in Medical Images by an Edge-Reinforced Network, Medical Image Analysis, 82:102581, 2022.
9.Jinkui Hao, Jiang Liu, Ella Pereira, Ri Liu, Jiong Zhang, Yangfan Zhang, Kun Yan, Yan Gong, Jianjun Zheng, Jingfeng Zhang, Yonghuai Liu, Yitian Zhao*, Uncertainty-guided Graph Attention Network for Parapneumonic Effusion Diagnosis, Medical Image Analysis, 75: 102217, 2022.
10.Lei Mou, Yitian Zhao*, Huazhu Fu, Yonghuai Liu, Jun Cheng, Yalin Zheng, Pan Su, Jianlong Yang, Li Chen, Alejandro Frangi, Masahiro Akiba, Jiang Liu, CS2-Net: Deep Learning Segmentation of Curvilinear Structures in Medical Imaging, Medical Image Analysis, 101874, 2021.
11.Huaying Hao, Yitian Zhao*, Qifeng Yan, Risa Higashita, Jiong Zhang, Yifan Zhao, Yanwu Xu, Fei Li, Xiulan Zhang, Jiang Liu, Angle-closure Assessment in Anterior Segment OCT Images via Deep Learning, Medical Image Analysis, 69: 101956, 2021.
12.Yuhui Ma, Jiang Liu, Yonghuai Liu, Huazhu Fu, Yan Hu, Jun Cheng, Hong Qi, Yufei Wu, Jiong Zhang, Yitian Zhao*, Structure and Illumination Constrained GAN for Medical Image Enhancement, IEEE Transactions on Medical Imaging, 40(12): 3955-3967, 2021.
13.Yuhui Ma, Huaying Hao, JianyangXie, Huazhu Fu, Jiong Zhang, Jianlong Yang, Zhen Wang, Jiang Liu, Yalin Zheng, Yitian Zhao*, ROSE: A Retinal OCT-Angiography Vessel Segmentation Dataset and New Model, IEEE Transactions on Medical Imaging, 40(3): 928-939, 2021.
14.JianyangXie,Yitian Zhao*, Yonghuai Liu, Pan Su, Yalin Zheng, Yifan Zhao, Jun Cheng, Jiang Liu, Topology Reconstruction of Tree-like Structure in Images via Structural Similarity Measure and Dominant Set Clustering, Proceeding of CVPR, Long Beach, USA, June, pp. 8505-8513, 2019.
15.Yitian Zhao*, Yalin Zheng, Yonghuai Liu, Yifan Zhao, Lingling Luo, Siyuan Yang, Tong Na, Yongtian Wang, Jiang Liu, Automatic 2D/3D Vessel Enhancement in Multiple Modality Images Using a Weighted Symmetry Filter, IEEE Transactions on Medical Imaging, 37(2): 438-450, 2018.
