Ophthalmic Medical Image Analysis: 6th International Workshop, OMIA 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 17, Proceedings

Front Matter ....Pages i-xi
 Dictionary Learning Informed Deep Neural Network with Application to OCT Images  (Joshua Bridge, Simon P. Harding, Yitian Zhao, Yalin Zheng)....Pages 1-8
 Structure-Aware Noise Reduction Generative Adversarial Network for Optical Coherence Tomography Image  (Yan Guo, Kang Wang, Suhui Yang, Yue Wang, Peng Gao, Guotong Xie et al.)....Pages 9-17
 Region-Based Segmentation of Capillary Density in Optical Coherence Tomography Angiography  (Wenxiang Deng, Michelle R. Tamplin, Isabella M. Grumbach, Randy H. Kardon, Mona K. Garvin)....Pages 18-25
 An Amplified-Target Loss Approach for Photoreceptor Layer Segmentation in Pathological OCT Scans  (José Ignacio Orlando, Anna Breger, Hrvoje Bogunović, Sophie Riedl, Bianca S. Gerendas, Martin Ehler et al.)....Pages 26-34
 Foveal Avascular Zone Segmentation in Clinical Routine Fluorescein Angiographies Using Multitask Learning  (Dominik Hofer, José Ignacio Orlando, Philipp Seeböck, Georgios Mylonas, Felix Goldbach, Amir Sadeghipour et al.)....Pages 35-42
 Guided M-Net for High-Resolution Biomedical Image Segmentation with Weak Boundaries  (Shihao Zhang, Yuguang Yan, Pengshuai Yin, Zhen Qiu, Wei Zhao, Guiping Cao et al.)....Pages 43-51
 3D-CNN for Glaucoma Detection Using Optical Coherence Tomography  (Yasmeen George, Bhavna Antony, Hiroshi Ishikawa, Gadi Wollstein, Joel Schuman, Rahil Garnavi)....Pages 52-59
 Semi-supervised Adversarial Learning for Diabetic Retinopathy Screening  (Sijie Liu, Jingmin Xin, Jiayi Wu, Peiwen Shi)....Pages 60-68
 Shape Decomposition of Foveal Pit Morphology Using Scan Geometry Corrected OCT  (Min Chen, James C. Gee, Jessica I. W. Morgan, Geoffrey K. Aguirre)....Pages 69-76
 U-Net with Spatial Pyramid Pooling for Drusen Segmentation in Optical Coherence Tomography  (Rhona Asgari, Sebastian Waldstein, Ferdinand Schlanitz, Magdalena Baratsits, Ursula Schmidt-Erfurth, Hrvoje Bogunović)....Pages 77-85
 Deriving Visual Cues from Deep Learning to Achieve Subpixel Cell Segmentation in Adaptive Optics Retinal Images  (Jianfei Liu, Christine Shen, Tao Liu, Nancy Aguilera, Johnny Tam)....Pages 86-94
 Robust Optic Disc Localization by Large Scale Learning  (Shilu Jiang, Zhiyuan Chen, Annan Li, Yunhong Wang)....Pages 95-103
 The Channel Attention Based Context Encoder Network for Inner Limiting Membrane Detection  (Hao Qiu, Zaiwang Gu, Lei Mou, Xiaoqian Mao, Liyang Fang, Yitian Zhao et al.)....Pages 104-111
 Fundus Image Based Retinal Vessel Segmentation Utilizing a Fast and Accurate Fully Convolutional Network  (Junyan Lyu, Pujin Cheng, Xiaoying Tang)....Pages 112-120
 Network Pruning for OCT Image Classification  (Bing Yang, Yi Zhang, Jun Cheng, Jin Zhang, Lei Mou, Huaying Hao et al.)....Pages 121-129
 An Improved MPB-CNN Segmentation Method for Edema Area and Neurosensory Retinal Detachment in SD-OCT Images  (Jian Fang, Yuhan Zhang, Keren Xie, Songtao Yuan, Qiang Chen)....Pages 130-138
 Encoder-Decoder Attention Network for Lesion Segmentation of Diabetic Retinopathy  (Shuanglang Feng, Weifang Zhu, Heming Zhao, Fei Shi, Zuoyong Li, Xinjian Chen)....Pages 139-147
 Multi-discriminator Generative Adversarial Networks for Improved Thin Retinal Vessel Segmentation  (Gabriel Tjio, Shaohua Li, Xinxing Xu, Daniel Shu Wei Ting, Yong Liu, Rick Siow Mong Goh)....Pages 148-155
 Fovea Localization in Fundus Photographs by Faster R-CNN with Physiological Prior  (Jun Wu, Jiapei Wang, Jie Xu, Yiting Wang, Kaiwei Wang, Zongjiang Shang et al.)....Pages 156-164
 Aggressive Posterior Retinopathy of Prematurity Automated Diagnosis via a Deep Convolutional Network  (Rugang Zhang, Jinfeng Zhao, Guozhen Chen, Tianfu Wang, Guoming Zhang, Baiying Lei)....Pages 165-172
 Automated Stage Analysis of Retinopathy of Prematurity Using Joint Segmentation and Multi-instance Learning  (Guozhen Chen, Jinfeng Zhao, Rugang Zhang, Tianfu Wang, Guoming Zhang, Baiying Lei)....Pages 173-181
 Retinopathy Diagnosis Using Semi-supervised Multi-channel Generative Adversarial Network  (Yingpeng Xie, Qiwei Wan, Guozhen Chen, Yanwu Xu, Baiying Lei)....Pages 182-190
Back Matter ....Pages 191-192