基本信息
赵一天  男    中国科学院宁波材料技术与工程研究所
电子邮件: yitian.zhao@nimte.ac.cn
通信地址: 中科院宁波材料所
邮政编码:

研究领域

主要研究方向是

  • 虚拟现实与增强现实

  • 计算机视觉

  • 模式识别

  • 医学图像处理

  • 人工智能

  • 手术精准导航及汽车自动驾驶

近几年围绕精准医疗研究,开展了眼科疾病以及脑血管疾病的计算机辅助诊断研究。

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
083100-生物医学工程
招生方向
计算机视觉,医学影像分析,模式识别,人工智能

教育背景

   
教育情况
 博士:2010年1月至2013年9月,英国艾伯瑞斯特维斯大学 (Aberystwyth University) 计算机科学专业,研究课题:三维图像可视化及分析。 全额奖学金。  硕士:2008年9月至2009年9月,英国纽卡斯尔大学(Newcastle University), 数字信号处理专业。优秀海外学生奖学金。  本科:2005年9月至2007年7月,北京理工大学,信息科学与技术学院。由于参与中英合作办学项目,2007年9月至2008年7月,就读于英国中央兰开夏大学(University of Central Lancashire),数字通信专业。

出版信息

详情请查看个人主页

2022:

  • Jianyang Xie, Quanyong Yi, Yufei Wu, Yalin Zheng, Yonghuai Liu, Antonella Macerollo, Huazhu Fu, Yanwu Xu, Jiong Zhang, Ardendu Behera, Chenlei Fan, Alejandro Frangi, Jiang Liu, Qinkang Lu, Hong Qi and Yitian Zhao, British Journal of Ophthalmology, Deep Segmentation of OCTA for Evaluation and Association of Changes of Retinal Microvasculature with Alzheimer’s Disease and Mild Cognitive Impairment, 2022. [Eye and Brain joint computing]
  • Yanda Meng, Joshua Bridge, Yitian Zhao, Martha Joddrell, Yihong Qiao, Xiaoyun Yang, Xiaowei Huang, and Yalin Zheng, Transportation Object Counting with Graph-Based Adaptive Auxiliary Learning, IEEE Transactions on Intelligent Transportation Systems, 2022.
  • Yanda Meng, Joshua Bridge, Cliff Addison, Manhui Wang, Cristin Merritt, Stu Franks, Maria Mackey, Steve Messenger, Renrong Sun, Thomas Fitzmaurice, Caroline McCann, Qiang Li, 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, 2022.
  • Xuening Zhang, William Robert Kwapong, Jiang Shuai, Jianyang Xie, Chen Ye, Yuying Yan, Le Cao, Yitian Zhao, Bo Wu, Differences in retinal microvasculature between large artery atherosclerosis and small artery disease: an optical coherence tomography angiography studys, Frontiers Aging Neuroscience, 2022. [Eye and Brain joint computing]
  • Hongyu Duan; Jianyang Xie; Yifan Zhou; Hui Zhang; Yiyun Liu; Chuhao Tang; Yitian Zhao; Yitian Zhao; Hong Qi, Characterization of the Retinal Microvasculature and FAZ Changes in Ischemic Stroke and Its Different Types, Translational Vision Science & Technology, 11(21): 2022. [Eye and Brain joint computing]
  • 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
  • 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, 2022
  • Likun Xia, Hao Zhang, Yufei Wu, Ran Song, Yuhui Ma, Lei Mou, Jiang Liu, Yixuan Xie, Ming Ma, Yitian Zhao, 3D Vessel-like Structure Segmentation in Medical Images by an Edge-Reinforced Network, Sparse-based Domain Adaptation Network for OCT-A Image Super-Resolution Reconstruction, Medical Image Analysis, 82, 102581, 2022
  • Huaying Hao, Cong Xu, Qifeng Yan, Dan Zhang, Jiong Zhang, Yue Liu, Yitian Zhao, Sparse-based Domain Adaptation Network for OCT-A Image Super-Resolution Reconstruction, IEEE Journal of Biomedical and Health Informatics, 26(9): 4402 - 4413, 2022
  • Wendan Tao, William Robert Kwapong, Jianyang Xie, Zetao Wang, Xiaonan Guo, Junfeng Liu, Chen Ye, Bo Wu, Yitian Zhao and Ming Liu, Retinal microvasculature and imaging markers of brain frailty in normal aging adults, Front. Aging Neurosci., 2022 [Eye and Brain joint computing]
  • 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, MICCAI, pp. 79–88, 2022
  • Xingyue Wang, Hneg Li, Zunjie Xiao, Huazhu Fu, Yitian Zhaoo, Richu Jin, Shuting Zhang, William Robert Kwapong, Hanpei Miao, Jiang Liu, Screening of Dementia on OCTA Images via Multi-projection Consistency and Complementarity, MICCAI, pp 688–698, 2022 [Eye and Brain joint computing]
  • 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, MICCAI, pp 560–570, 2022
  • Yanda Meng, Xu Chen, Yitian Zhao, Dongxu Gao, Barbra Hamill, Godhuli Patri,Tunde Peto, Savita Madhusudhan, Yaling Zheng, Shape-Aware Weakly/Semi-Supervised Optic Disc and Cup Segmentation with Regional/Marginal Consistency, MICCAI, pp 524–534, 2022
  • Heng Li, Haofeng Liu, Huazhu Fu, Hai Shu, Yitian Zhao, Xiaoling Luo, Yan Hu, Jiang Liu, Structure-consistent Restoration Network for Cataract Fundus Image Enhancement, MICCAI, pp 487–496, 2022
  • Hanlin Liu, Jianyang Xie, Yonghuai Liu, Lijun Guo, Jiong Zhang, Yitian Zhao, Topology-aware Learning for Semi-supervised Cross-domain Retinal Artery/Vein Classification, Computer Graphics International (CGI), 2022
  • Jingfei Hu, Hua Wang, Guang Wu, Zhaohui Cao, Lei Mou, Yitian Zhao, Jicong Zhang, Multi-scale Interactive Network with Artery/Vein Discriminator for Retinal Vessel Classification, IEEE Journal of Biomedical and Health Informatics,26(8): 3896 - 3905, 2022
  • Hongrun Zhang, Yanda Meng, Yitian Zhao, Xuesheng Qian, Yihong Qiao, Xiaoyun Yang, Yalin Zheng, 3D Human Pose and Shape Reconstruction from Videos via Confidence-Aware Temporal Feature Aggregation, IEEE Transactions on Multimedia, 2022
  • Tingting Yang, Baikai Ma, Jianyang Xie, Yifan Zhou, Rongjun Liu, Hongyu Duan, Yitian Zhao, Hong Qi, Evaluation of Ocular Surface Characteristics in Dry Eye Disease With and Without Soft Contact Lens Wear: A Comparative Study, Eye & Contact Lens, 48(9):377-383, 2022
  • 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
  • Ran Song, Wei Zhang, Yitian Zhao, Yonghuai Liu, Unsupervised Multi-View CNN for Salient View Selection of 3D Objects and Scenes, International Journal of Computer Vision, 130 (5): 1210-1227 2022,
  • Heng Li, Haofeng Liu, Yanhu, Huazhu Fu, Yitian Zhao, Jiang Liu, An Annotation-free Restoration Network for Cataractous Fundus Images, IEEE Transactions on Medical Imaging, 41(7): 1699-1710, 2022
  • Andres Diaz-Pinto, Nishant Ravikumara, Rahman Attara, Avan Suinesiaputraa, Yitian Zhao, Alejandro F. Frangi et al., Myocardial Infarction through your Retinal Scans and Minimal Personal Information, Nature Machine Intelligence , pp 55–61, 2022. [Eye and Heart joint computing]
  • 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
  • Vito Romano, Bernhard Steger, Mohammad Ahmad, Giulia Coco, Luca Pagano, Sajjad Ahmad, Yitian Zhao, Yalin Zheng, Stephen B Kaye, Imaging of vascular abnormalities in ocular surface disease, Survey of Ophthalmology, 67(1): 31-51, 2022.
  • 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
  • Yanda Meng, Hongrun Zhang, Yitian Zhao, Xiaoyun Yang, Yihong Qiao, 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

2021:

  • Jinkui Hao, Jianyang Xie, Ri Liu, Huaying Hao, Yuhui Ma, Kun Yan, Ruihui Liu, Yalin Zheng, Jianjun Zheng, Jiang Liu, Jingfeng Zhang and Yitian Zhao, Automatic Sequence-based Network for Lung Diseases Detection in Chest CT, Frontiers in Oncology, 11: 781798, 2021
  • Likun Xia,Yixuan Xie,Qiwang Wang,Hao Zhang,Cheng He,Xiaonan Yang,Jinghui Lin,Ran Song,Jiang Liu, Yitian Zhao, A nested parallel multiscale convolution for cerebrovascular segmentation, Medical Physics, 48(12): 7971-7983, 2021
  • Yuhao Niu, Lin Gu, Yitian Zhao, and Feng Lu, Explainable Diabetic Retinopathy Detection and Retinal Image Generation, IEEE Journal of Biomedical and Health Informatics, 26(1): 44-55, 2022
  • Yitian Zhao, Jinyu Zhao, Yuanyuan Gu, Bang Chen, Jiaqi Guo, Jianyang Xie, Qifeng Yan, Yuhui Ma, Yufei Wu, Jiong Zhang, Qinkang Lu and Jiang Liu, Outer Retinal Layer Thickness Changes in White Matter Hyperintensity and Parkinson's Disease, Frontiers in Neuroscience, 15: 741651, 2021 [Eye and Brain joint computing]
  • Ruili Wei, Jianyang Xie , Huihui Wu , Fangping He , Fanxia Meng , Jiang Liu , Yitian Zhao, Superficial macula capillary complexity changes are associated with disability in Neuromyelitis Optica Spectrum Disorders, Frontiers in Neurology, 12: 724946, 2021 [Eye and Brain joint computing]
  • 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.
  • Yanda Meng, Hongrun Zhang, Yitian Zhao, Xiaoyun Yang, Xuesheng Qian, Xiaowei Huang, Yalin Zheng, Spaitial Uncertainty-Aware Semi-Supervised Crowd Counting, ICCV, 15549-15559, 2021.
  • Jingyu Zhao, Jiong Zhang, Bin Deng, Yalin Zheng, Jiang Liu, Ran Song, Yitian Zhao, Guided Adversarial Adaptation Network for Retinal and Choroidal Layer Segmentation, MICCAI @ OMIA, pp.82-91, 2021. [Best Paper Award]
  • Shuai Yu, Yonghuai Liu, Jiong Zhang, Jianyang Xie, Yalin Zheng, Jiang Liu, Yitian Zhao, Cross-domain Depth Estimation Network for 3D Vessel Reconstruction in OCT Angiography, MICCAI, pp.13-23, 2021.
  • Xu Chen, Yanda Meng, Yitian Zhao, Rachel Williams, Srinivasa Vallabhaneni, Yalin Zheng, Unsupervised Parameter-specific Affine Registration for 2D/3D Medical Images using Convolutional Neural Networks, MICCAI, pp.24-34, 2021.
  • Ran Song, Wei Zhao, Yitian Zhao, Yonghuai Liu, Paul Rosin, Mesh Saliency: An Independent Perceptual Measure or A Derivative of Image Saliency? CVPR, pp. 8853-8862, 2021.
  • Baikai Ma, Jianyang Xie, Tingting Yang, Pan Su, Rongjun Liu, Tong Sun, Yifan Zhou, Haiwei Wang, Xue Feng, Siyi Ma, Yitian Zhao, Hong Qi, Quantification of Increased Corneal Subbasal Nerve Tortuosity in Dry Eye Disease and Its Correlation with Clinical Parameters, Translational vision science and technology, 10(6): 26, 2021.
  • Tianhua Chen, Changjing Shang, Pan Su, Elpida Keravnou-Papailiou, Yitian Zhao, Grigoris Antoniou, Qiang Shen,A decision tree-initialised neuro-fuzzy approach for clinical decision support, Artificial Intelligence in Medicine, 111: 101986, 2021.
  • Xingjun Ma, Yuhao Niu, Lin Gu, Yisen Wang, Yitian Zhao, James Bailey, Feng Lu, Understanding Adversarial Attacks on Deep Learning Based Medical Image Analysis Systems,Pattern Recognition,110: 107332, 2021.
  • Morteza Ghahremani, Yitian Zhao, Bernard Tiddeman,Yonghuai Liu,Interwoven Texture-Based Description of Interest Points in Images, Pattern Recognition, 113: 107821, 2021.
  • 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
  • Heng Li, Haofeng Liu, Yan Hu, Risa Higashita, Yitian Zhao, Hong Qi, Jiang Liu, Restoration of Cataract Fundus Images via Unsupervised Domain Adaptation, to be appeared in proceeding of ISBI, pp. 516-520, 2021.
  • Zhenjie Chai, Jianlong Yang, Kang Zhou, Zhi Chen, Yitian Zhao, Shenghua Gao, Jiang Liu, Memory-assisted Dual-end Adaptation Network for Choroid Segmentation in Multi-domain Optical Coherence Tomography, to be appeared in proceeding of ISBI, pp. 1614-1617, 202.
  • Shuai Yu, Jianyang Xie, Jinkui Hao, Yalin Zheng, Jiong Zhang, Yan Hu, Jiang Liu, Yitian Zhao, 3D Vessel Reconstruction in OCT-Angiography via Depth Map Estimation, to be appeared in proceeding of ISBI, pp. 1609-1613, 2021.
  • Yuhui Ma, Huaying Hao, Jianyang Xie, 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. [Dataset: ROSE] [Paper] [Code]
  • Weixiang Du, Haochen Liu, Yitian Zhao, Adisorn Sirikham, Sri Addepalli, Yifan Zhao, A miniaturised active thermography system to inspect composite laminates, IEEE Transactions on Industrial Informatics, 17(5):3314-3323, 2021. [Paper]
  • 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, 67: 101874, 2021. [Paper] [Code]

2020:

  • Huihong Zhang, Jianlong Yang, Kang Zhou, Liyang Fang, Fei Li, Yan Hu, Yitian Zhao, Xiulan Zhang, Jiang Liu, Automatic Segmentation and Visualization of Choroid in OCT with Knowledge Infused Deep Learning, IEEE-JBHI, 24(12): 3408-3420, 2020. [Paper]
  • Pan Su, Tianhua Chen, Jianyang Xie, Yalin Zheng, Hong Qi, Davide Borroni, Yitian Zhao, Jiang Liu. Corneal Nerve Tortuosity Grading via Ordered Weighted Averaging-based Feature Extraction, Medical Physics, 2020, 47(10): 4983-4996. (featured cover article) [Paper]
  • Joshua Bridge, Yanda Meng, Yitian Zhao, Yalin Zheng, Introducing the GEV Activation Function for Highly Unbalanced Data to Develop COVID-19 Diagnostic Models, IEEE-JBHI, 2020, 24(10): 2776-2786. [Paper]
  • Ran Song, Wei Zhang, Yitian Zhao, Yonghuai Liu, Unsupervised Multi-View CNN for Salient View Selection of 3D Objects and Scenes. Proceeding of ECCV, 2020, pp. 454-470 [Dataset] [Paper]
  • Yanda Meng, Meng Wei, Dongxu Gao, Yitian Zhao, Xiaoyun Yang, Xiaowei Huang, Yalin Zheng, Regression of Instance Boundary by Aggregated CNN and GCN. Proceeding of ECCV, 2020, pp. 190-207 [Paper]
  • Yuhui Ma, Yonghuai Liu, Jun Cheng, Yalin Zheng, Morteza Ghahremani, Honghan Chen, Jiang Liu, Yitian Zhao, Cycle Structure and Illumination Constrained GAN for Medical Image Enhancement. Proceeding of MICCAI, 2020, pp. 667-677. [Dataset: CORN-2]
  • Hao Zhang, Likun Xia, Ran Song, Jianlong Yang, Huaying Hao, Jiang Liu, Yitian Zhao, Cerebrovascular Segmentation in MRA via Reverse Edge Attention Network. Proceeding of ICCAI, 2020, pp. 66-75. [Code]
  • Yanda Meng, Meng Wei, Dongxu Gao, Yitian Zhao, Xiaoyun Yang, Xiaowei Huang, Yalin Zheng, CNN-GCN Aggregation Enabled Boundary Regression for Biomedical Image Segmentation. Proceeding of MICCAI, 2020, pp. 352-362.
  • Jinkui Hao, Huazhu Fu, Yanwu Xu, Yan Hu, Fei Li, Xiulan Zhang, Jiang Liu, Yitian Zhao, Reconstruction and Quantification of 3D Iris Surface for Angle-Closure Glaucoma Detection in Anterior Segment OCT. Proceeding of MICCAI, 2020, pp. 704-714. [Paper] [Code]
  • Huaying Hao, Huazhu Fu, Yanwu Xu, Jianlong Yang, Fei Li, Xiulan Zhang, Jiang Liu, Yitian Zhao, Open-Narrow-Synechiae Anterior Chamber Angle Classification in AS-OCT Sequences. Proceeding of MICCAI, 2020, pp. 515-724. [Paper]
  • Jianyang Xie, Yonghuai Liu, Yalin Zheng, Pan Su, Yan Hu, Jianlong Yang, Jiang Liu, Yitian Zhao, Classification of Retinal Vessels into Artery-Vein in OCT Angiography Guided by Fundus Images. Proceeding of MICCAI, 2020, pp.117-127. [Dataset: ACRO]
  • Xingjun Ma, Yuhao Niu,Lin Gu, Yisen Wang, Yitian Zhao, James Bailey, Feng Lu, Understanding Adversarial Attacks on Deep Learning Based Medical Image Analysis Systems, Pattern Recognition,110: 107332, 2021. [Paper]
  • Yitian Zhao, Jiong Zhang, Ella Pereira, Yalin Zheng, Pan Su, Jianyang Xie, Yifan Zhao, Yonggang Shi, Hong Qi, Jiang Liu, Yonghuai Liu, Automated Tortuosity Analysis of Nerve Fibers in Corneal Confocal Microscopy, IEEE Transactions on Medical Imaging, 2020, 39(9): 2725-2737. [Dataset: CORN-3]
  • Brayn Williams, Davide Borroni, Rongjun Liu, Yitian Zhao, Jiong Zhang, Yalin Zheng, An aritifical intenlligence-based deep learning algorithm for the diagnosis of diabetic neuropathy using corneal confocal microscopy: a development and validation study, Diabetologia, 63(2): 419-430, 2020
  • Yitian Zhao, Jianyang Xie, Huaizhong Zhang, Yalin Zheng, Yifan Zhao, Hong Qi, Yangchun Zhao, Pan Su, Jiang Liu and Yonghuai Liu. Retinal Vascular Network Topology Reconstruction and Artery/Vein Classification via Dominant Set Clustering, IEEE Transactions on Medical Imaging, 2020, 39(2): 341-356. [Dataset: VETO]
  • Lei Mou, Li Chen, Jun Cheng, Zaiwang Gu, Yitian Zhao, Jiang Liu, Dense Dilated Network with Probability Regularized Walk for Vessel Detection, IEEE Transcation on Medical Imaging, 39(5): 1392-1403, 2020.
  • Yuting Xiao, Shenghua Gao, Zhenjie Chai, Kang Zhou, Tianyang Zhang, Yitian Zhao, Jun Cheng, Jiang Liu, Open-Set Oct Image Recognition with Synthetic Learning. Proceeding of ISBI, 2020, pp. 1788-1792.
  • Kang Zhou, Shenghua Gao , Jun Cheng, Zaiwang Gu, Huazhu Fu, Zhi Tu, Jianlong Yang, Yitian Zhao, Jiang Liu, Sparse-GAN: Sparsity-Constrained Generative Adversarial Network for Retinal OCT Image Anomaly Detection. Proceeding of ISBI, 2020, pp. 1227-1231.

2019:

  • Qifeng Yan, Yitian Zhao, Yalin Zheng, Yonghuai Liu, Kang Zhou, Alejandro Frangi, Jiang Liu, Automated retinal lesion detection via image saliency analysis, Medical Physics, 46(10): 4531-4544, 2019.
  • Tianyang Zhang, Huazhu Fu, Yitian Zhao, Jun Cheng, Jiang Liu, SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis, Proceeding of MICCAI 2019, pp. 777-785.
  • Pan Su, Yitian Zhao, Tianhua Che, Jianyang Xie, Yifan Zhao, Hong Qi, Yalin Zheng, Jiang Liu, Exploiting Reliability-guided Aggregation for the Assessment of Curvilinear Structure Tortuosity, Proceeding of MICCAI 2019, pp. 12-20.
  • Lei Mou, Yitian Zhao, Li Chen, Jun Cheng,Hong Qi, Yalin Zheng, Alejandro Frangi, Jiang Liu, CS-Net: Channel and Spatial Attention Network for Curvilinear Structure Segmentation, Proceeding of MICCAI 2019, pp. 721-730. [Dataset: CORN-1] [Code]
  • Pholpat Durongbhan, Yifan Zhao, Liangyu Chen, Panagiotis Zis, Matteo De Marco, Zoe C. Unwin, Annalena Venneri, Xiongxiong He, Sheng Li, Yitian Zhao, Daniel J. Blackburn, and Ptolemaios G. Sarrigiannis. A Dementia Classification Framework using Frequency and Time-frequency Features based on EEG signals. IEEE Transactions on Neural Systems & Rehabilitation Engineering, 27(5): 826-835, 2019.
  • Pan Su, Tianhua Chen, Haoyu Mao, Jianyang Xie, Yitian Zhao, Jiang Liu. On the Application of Preaggregation Functions to Fuzzy Pattern Tree, FUZZ-IEEE 2019.
  • Zaiwang Gu, Jun Cheng, Huazhu Fu, Yitian Zhao, Tianyang Zhang, Huaying Hao, Kang Zhou, Jiang Liu, CE-Net: Context Encoder Network for 2D Medical Image Segmentation, IEEE Transactions on Medical Imaging, 38(10): 2281-2292, 2019. [Code]
  • Jianyang Xie, 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.
  • Jun Cheng, Yitian Zhao, Yan Hu and Jiang Liu, Pixel Reconstruction for Speckle Reduction in 3D Optical Coherence Tomography of Retina, Proceeding of ISBI, Venice, Italy, pp. 1424-1427 2019.


发表论文
[1] Meng, Yanda, Zhang, Hongrun, Zhao, Yitian, Gao, Dongxu, Hamill, Barbra, Patri, Godhuli, Peto, Tunde, Madhusudhan, Savita, Zheng, Yalin. Dual Consistency Enabled Weakly and Semi-Supervised Optic Disc and Cup Segmentation With Dual Adaptive Graph Convolutional Networks. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2023, 42(2): 416-429, http://dx.doi.org/10.1109/TMI.2022.3203318.
[2] Xie, Jianyang, Yi, Quanyong, Wu, Yufei, Zheng, Yalin, Liu, Yonghuai, Macerollo, Antonella, Fu, Huazhu, Xu, Yanwu, Zhang, Jiong, Behera, Ardhendu, Fan, Chenlei, Frangi, Alejandro F, Liu, Jiang, Lu, Qinkang, Qi, Hong, Zhao, Yitian. 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. 2023, [3] Meng, Yanda, Bridge, Joshua, Addison, Cliff, Wang, Manhui, Merritt, Cristin, Franks, Stu, Mackey, Maria, Messenger, Steve, Sun, Renrong, Fitzmaurice, Thomas, McCann, Caroline, Li, Qiang, Zhao, Yitian, Zheng, Yalin. Bilateral adaptive graph convolutional network on CT based Covid-19 diagnosis with uncertainty-aware consensus-assisted multiple instance learning. MEDICAL IMAGE ANALYSIS[J]. 2023, 84: 102722-102722, http://dx.doi.org/10.1016/j.media.2022.102722.
[4] Hao, Jinkui, Li, Fei, Hao, Huaying, Fu, Huazhu, Xu, Yanwu, Higashita, Risa, Zhang, Xiulan, Liu, Jiang, Zhao, Yitian. Hybrid Variation-Aware Network for Angle-Closure Assessment in AS-OCT. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2022, 41(2): 254-265, [5] 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.
[6] Tao, Wendan, Kwapong, William Robert, Xie, Jianyang, Wang, Zetao, Guo, Xiaonan, Liu, Junfeng, Ye, Chen, Wu, Bo, Zhao, Yitian, Liu, Ming. Retinal microvasculature and imaging markers of brain frailty in normal aging adults. FRONTIERS IN AGING NEUROSCIENCE[J]. 2022, 14: http://dx.doi.org/10.3389/fnagi.2022.945964.
[7] Song, Ran, Zhang, Wei, Zhao, Yitian, Liu, Yonghuai. Unsupervised Multi-View CNN for Salient View Selection and 3D Interest Point Detection. INTERNATIONAL JOURNAL OF COMPUTER VISION[J]. 2022, 130(5): 1210-1227, http://dx.doi.org/10.1007/s11263-022-01592-x.
[8] Yang, Tingting, Ma, Baikai, Xie, Jianyang, Zhou, Yifan, Liu, Rongjun, Duan, Hongyu, Zhao, Yitian, Qi, Hong. Evaluation of Ocular Surface Characteristics in Dry Eye Disease With and Without Soft Contact Lens Wear: A Comparative Study. EYE & CONTACT LENS-SCIENCE AND CLINICAL PRACTICE[J]. 2022, 48(9): 377-383, [9] Hao, Jinkui, Shen, Ting, Zhu, Xueli, Liu, Yonghuai, Behera, Ardhendu, Zhang, Dan, Chen, Bang, Liu, Jiang, Zhang, Jiong, Zhao, Yitian. Retinal Structure Detection in OCTA Image via Voting-Based Multitask Learning. IEEE TRANSACTIONS ON MEDICAL IMAGING[J]. 2022, 41(12): 3969-3980, http://dx.doi.org/10.1109/TMI.2022.3202183.
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