Publications 论文发表

Journal 期刊论文

  • 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, in press, 2020
  • 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, in press.
  • 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, DOI: 10.1109/JBHI.2020.3012383
  • Lei Mou, Li Chen, Jun Cheng, Zaiwang Gu, Yitian Zhao, Jiang Liu, Dense Dilated Network with Probability Regularized Walk for Vessel Detection, IEEE Transactions on Medical Imaging, 2020, 39(5): 1392-1403.
  • 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
  • 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
  • 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, 2020, in press .
  • Yitian Zhao, Yifan Zhao, Jiang Liu and others, Imaging of nonlinear and dynamic functional brain connectivity based on EEG recordings with the application on the diagnosis of Alzheimer's disease, IEEE Transactions on Medical Imaging, 2020, 39(5): 1571-1581. 
  • 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, 2019, 38(10): 2281-2292. 
  • 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, 2019, 27(5): 826-835.
  • Qifeng Yan, Yitian Zhao, Yalin Zheng, Yonghuai Liu, Kang Zhou, Alejandro Frangi, Jiang Liu, Automated Retinal Lesion Detection via Image Saliency Analsysi, Medical Physics, 2019, 46(10): 4531-4544, 2019.
  • Yitian Zhao, Yifan Zhao, Jiang Liu and others, Imaging of nonlinear and dynamic functional brain connectivity based on EEG recordings with the application on the diagnosis of Alzheimer's disease, IEEE Transactions on Medical Imaging, 2020, 39(5): 1571-1581.
  • Zhang T, Cheng J, Fu H, et al. Noise Adaptation Generative Adversarial Network for Medical Image Analysis[J]. IEEE Transactions on Medical Imaging, 2020, 39(4).
  • Shiwei Wang, Yulong Tang, Jianlong Yang, Haizhe Zhong, and D. Fan, "MoS2 Q-switched 2.8 µm Er: ZBLAN fiber laser," Laser Phys. 29, 25101 (2019)
  • Li F, Li H, Yang J, et al. Upside-down position leads to choroidal expansion and anterior chamber shallowing: OCT study. British Journal of Ophthalmology, 2019: bjophthalmol-2019-314418.
  • Huazhu Fu, Jiang Liu et al., A Deep Learning System for Automated Angle-Closure Detection in Anterior Segment Optical Coherence Tomography Images, American Journal of Ophthalmology, 2019.
  • Yan Q, Xu M, Wong D W K, A Taruya, A Tanaka, et al. Automatic fibroatheroma identification in intravascular optical coherence tomography volumes[J]. Journal of Ambient Intelligence and Humanized Computing, 2019: 1-7.
  • Jiang Y, Duan L, Cheng J, Z Gu, H Xia, H Fu, C Li, J Liu. JointRCNN: A Region-based Convolutional Neural Network for Optic Disc and Cup Segmentation. IEEE Transactions on Biomedical Engineering, 2019.
  • 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
  • H. Fu, Jun Cheng, Y. Xu, D. W. K. Wong, J. Liu and X. Cao, Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation, IEEE Transactions on Medical Imaging, vol. 37, no 7, pp. 1597-1605, 2018.
  • H. Fu, Jun Cheng, Y. Xu, C. Zhang, D. W. K.Wong, J. Liu, X. Cao, "Disc-aware Ensemble Network for Glaucoma Screening from Fundus Image", IEEE Transactions on Medical Imaging, vol. 37, no. 11, pp. 2493-2501, 2018 .
  • Jun Cheng, "Sparse Range-constrained Learning and Its Application for Medical Image Grading", IEEE Transactions on Medical Imaging, vol. 37, no. 12, pp. 2729-2738, 2018.
  • Jun Cheng, Z. Li, Z. Gu, H. Fu, D. W. K. Wong, J. Liu，"Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis", IEEE Transactions on Medical Imaging, vol. 37, no. 11, pp. 2536-2546, 2018.
  • Chang-Tong Yang, Krishna K Ghosh, Parasuraman Padmanabhan, Oliver Langer, Jiang Liu, Christer Halldin, Balázs Gulyás. “PET-MR and SPECT-MR multimodality Probes: Development and Challenges “, Theranostics, 2018
  • R. Srivastava, A. P. Yow, Jun Cheng, D. W. K. Wong, H. L. Tey, "3D graph-based skin layer segmentation in optical coherence tomography images for roughness estimation", Biomedical Optics Express, vol. 9, no. 8, pp. 3590-3606, 2018.
  • Li, Z. Niu, Jun Cheng, F. Yin, D. W. K. Wong, S. Yan, J. Liu, Learning Supervised Descent Directions for Optic Disc Segmentation, Neurocomputing, vol. 275, pp. 350-357 2018.
  • J. Cheng, Z. Zhang, D. Tao, D.W.K. Wong, J. Liu. Quadratic Divergence Regularized SVM For Optic Disc Segmentation, Biomedical Optics Express, ;8(5):2687-2696, 2017.
  • H. Fu, Y. Xu, S. Lin, X. Zhang, D. Wong, J. Liu, A. F. Frangi, M Baskaran and T Aung, Structure Segmentation and Quantification for Angle-Closure Glaucoma Assessment in Anterior Segment OCT, IEEE Transactions on Medical Imaging, 36(9): 1930-1938, 2017.
  • J. Cheng, Z. Zhang, D. Tao, D.W.K. Wong, J. Liu, M. Baskaran. Similarity regularized sparse group lasso for cup to disc ratio computation. Biomedical Optics Express, 8(8), 3763, 2017.
  • Ian MacCormick, Yalin Zheng, Silvester Czanner, Yitian Zhao, Peter Diggle, Simon P Harding, Gabriela Czanner, Spatial statistical modelling of capillary non-perfusion in the retina, Scientific Reports, 7:16792, 2017.
  • J. Cheng, D. Tao, Y. Quan, D.W. Wong, G. C. Cheung, M. Akiba, J. Liu, Speckle Reduction in 3D Optical Coherence Tomography of Retina by A-Scan Reconstruction. IEEE Transactions on Medical Imaging, 35(10): 2270 – 2279, 2016.
  • Ruchir Srivastava, Lixin Duan, DamonW.K.Wong, Jiang Liu, Tien Yin Wong. Detecting retinal microaneurysms and hemorrhages with robustness to the presence of blood vessels. Computer Methods and Programs in Biomedicine, 138:83-91, 2016.

 

Conference 会议论文

  • Yuting Xiao, Shenghua Gao, Zhenjie Chai, Kang Zhou, Tianyang Zhang, Yitian Zhao, Jun Cheng, Jiang Liu, Open-Set Oct Image Recognition with Synthetic Learning, ISBI 2020
  • 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, ISBI 2020
  • Zhenjie Chai, Kang Zhou, Jianlong Yang, Yuhui Ma, Zhi Chen, Shenghua Gao, Jiang Liu,Perceptual-assisted Adversarial Adaptation for Choroid Segmentation in Optical Coherence Tomography, ISBI 2020
  • Yan Hu, Jianlong Yang, Jun Cheng, Jiang Liu. Noise redistribution and 3D shearlet filtering for speckle reduction in optical coherence tomography. ISBI 2020
  • 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, MICCAI, 2020, accepted.
  • Hao Zhang, Likun Xia, Ran Song, Jianlong Yang, Huaying Hao, Jiang Liu, Yitian Zhao, Cerebrovascular Segmentation in MRA via Reverse Edge Attention Network, MICCAI, 2020, accepted.
  • Yanda Meng, Meng Wei, Dongxu Gao, Yitian Zhao, Xiaoyun Yang, Xiaowei Huang, Yalin Zheng, CNN-GCN Aggregation Enabled Boundary Regression for Biomedical Image Segmentation, MICCAI, 2020, early accepted.
  • 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, MICCAI, 2020, early accepted.
  • 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, MICCAI, 2020, early accepted.
  • 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, MICCAI, 2020, early accepted.
  • Kang Zhou, Yuting Xiao, Jianlong Yang, Jun Cheng, Wen Liu, Weixin Luo, Zaiwang Gu, Jiang Liu, Shenghua Gao. Encoding Structure-Texture Relation with P-Net for Anomaly Detection in Retinal Images. ECCV 2020
  • Ran Song, Wei Zhang, Yitian Zhao, Yonghuai Liu,Unsupervised Multi-View CNN for Salient View Selection of 3D Objects and Scenes. ECCV 2020
  • Yanda Meng, Meng Wei, Dongxu Gao, Yitian Zhao, Xiaoyun Yang, Xiaowei Huang, Yalin Zheng, Regression of Instance Boundary by Aggregated CNN and GCN. ECCV 2020
  • 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, CVPR, Long Beach, USA, June, 2019
  • Jianlong Yang, Liyang Fang, Yan Hu, Yitian Zhao Yalin Zheng , Jiang Liu. 2D Transform-domain Fourier Filters for Eleimintating Microsaccade Noise in en face Optical Coherence Tomography Angiography, in proceedings of SPIE European Conferences on Biomedical Imaging, 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.
  • Jianlong Yang, Huihong Zhang, Kang Zhou, Fei Li, Ce Zheng, Yan Hu, Xiulan Zhang, Jiang Zhang, Eliminating retinal vessel shadows in en face choroidal OCT via generative adversarial networks ARVO Imaging Conference, 2019.
  • Huazhu Fu, Boyang Wang, Jianbing Shen, Shanshan Cui, Yanwu Xu, Jiang Liu, Ling Shao, "Evaluation of Retinal Image Quality Assessment Networks in Different Color-spaces", MICCAI, Springer, Cham, 2019: 48-56.
  • Tianyang Zhang, Huazhu Fu, Yitian Zhao, Jun Cheng, Mengjie Guo, Zaiwang Gu, Bing Yang, Yuting Xiao, Shenghua Gao, Jiang Liu, "SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis", 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, 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, MICCAI, 2019, pp. 721-730. 
  • Hengrong Lan, Kang Zhou, Changchun Yang，Jun Cheng，Jiang Liu, Shenghua Gao, and Fei Gao, Ki-GAN: Knowledge Infusion Generative Adversarial Network for Photoacoustic Image Reconstruction in vivo, MICCAI, 2019. 
  • Jun Cheng, Yitian Zhao, Yan Hu and Jiang Liu, Pixel Reconstruction for Speckle Reduction in 3D Optical Coherence Tomography of Retina, ISBI, Venice, Italy, 2019.
  • Lee J A, Liu P, Cheng J, et al. A Deep Step Pattern Representation for Multimodal Retinal Image Registration, ICCV. 2019: 5077-5086.
  • Yitian Zhao, Yalin Zheng, Zhili Chen, Peng Liu, Yifan Zhao, Jiang Liu, Uniqueness-Driven Saliency Analysis For Automated Abnormalities Detection with Application to Retinal Diseases, Proceedings of MICCAI, pp. 109-118, Granada, Spain, September, 2018.
  • Yitian Zhao, Jianyang Xie, Yalin Zheng, Yonghuai Liu, Pan Su, Yifan Zhao, Jun Cheng, Jiang Liu, Retinal Artery and Vein Classification via Dominant Sets Clustering-based Vascular Topology Estimation, Proceedings of MICCAI, pp. 56-64, Granada, Spain, September, 2018.
  • Huazhu Fu, Yanwu Xu, Stephen Lin, Damon Wing Kee Wong, Baskaran Mani, Meenakshi Mahesh, Tin Aung, Jiang Liu, "Multi-Context Deep Network for Angle-Closure Glaucoma Screening in Anterior Segment OCT", Proceedings of MICCAI, pp. 356-363, 2018.
  • Jianyang Xie, Yitian Zhao, Yalin Zheng, Jiang Liu, Yongtian Wang, Retinal Vascular Topology Estimation Via Dominant Sets Clustering. ISBI, Washington DC, USA,.
  • Y Xu, L Duan, H Fu, Z Zhang, W Zhao, T You, T Y Wong, J Liu. Ocular Disease Detection from Multiple Informatics Domains, ISBI, Washington DC, USA. (ORAL)
  • Y Xu, X Sun, W Zhao, T You, J Liu. Optic Disc and Cup Localization from Retinal Fundus Images Using Deep Object Detection Networks, ISBI, Washington DC, USA.
  • Yonghuai Liu, Yitian Zhao, Yanquan Zhou, Yongjun Wang, Wei Huang, Jiwan Han, Yiguang Liu, Logistic Regression of Point Matches for Accurate Transformation Estimation, Proceedings of International Conference on 3D Vision (3DV), pp. 409-417, Verona, Italy, September, 2018.
  • Yanwu Xu, Lixin Duan, Huazhu Fu, Xiaoqin Zhang, Damon W.K.Wong, Baskaran Mani, Tin Aung, Jiang Liu. Axial Alignment for Anterior Segment Swept Source Optical Coherence Tomography via Robust Low-rank Tensor Recovery. MICCAI, Athens, Greece, 2016.
  • Yanwu Xu, Lixin Duan, Damon W.K. Wong, Tien Yin Wong, Jiang Liu. Semantic Reconstruction-based Nuclear Cataract Grading from Slit-lamp Lens Images. MICCAI, Athens, Greece, 2016.
  • Huazhu Fu, Yanwu Xu, Stephen Lin, Damon W.K. Wong, Jiang Liu. DeepVessel: Retinal Vessel Segmentation via Deep Learning and Conditional Random Field. MICCAI, Athens, Greece, 2016.
     

 

更新日期：2016-06-28,   查看次数：11605