Ophthalmic Medical Image Analysis: 7th International Workshop, OMIA 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings (Lecture Notes in Computer Science)

Front Matter ....Pages i-ix
 Bio-inspired Attentive Segmentation of Retinal OCT Imaging  (Georgios Lazaridis, Moucheng Xu, Saman Sadeghi Afgeh, Giovanni Montesano, David Garway-Heath)....Pages 1-10
 DR Detection Using Optical Coherence Tomography Angiography (OCTA): A Transfer Learning Approach with Robustness Analysis  (Rayna Andreeva, Alessandro Fontanella, Ylenia Giarratano, Miguel O. Bernabeu)....Pages 11-20
 What is the Optimal Attribution Method for Explainable Ophthalmic Disease Classification?  (Amitojdeep Singh, Sourya Sengupta, Jothi Balaji J., Abdul Rasheed Mohammed, Ibrahim Faruq, Varadharajan Jayakumar et al.)....Pages 21-31
 DeSupGAN: Multi-scale Feature Averaging Generative Adversarial Network for Simultaneous De-blurring and Super-Resolution of Retinal Fundus Images  (Sourya Sengupta, Alexander Wong, Amitojdeep Singh, John Zelek, Vasudevan Lakshminarayanan)....Pages 32-41
 Encoder-Decoder Networks for Retinal Vessel Segmentation Using Large Multi-scale Patches  (Björn Browatzki, Jörn-Philipp Lies, Christian Wallraven)....Pages 42-52
 Retinal Image Quality Assessment via Specific Structures Segmentation  (Xinqiang Zhou, Yicheng Wu, Yong Xia)....Pages 53-61
 Cascaded Attention Guided Network for Retinal Vessel Segmentation  (Mingxing Li, Yueyi Zhang, Zhiwei Xiong, Dong Liu)....Pages 62-71
 Self-supervised Denoising via Diffeomorphic Template Estimation: Application to Optical Coherence Tomography  (Guillaume Gisbert, Neel Dey, Hiroshi Ishikawa, Joel Schuman, James Fishbaugh, Guido Gerig)....Pages 72-82
 Automated Detection of Diabetic Retinopathy from Smartphone Fundus Videos  (Simon Mueller, Snezhana Karpova, Maximilian W. M. Wintergerst, Kaushik Murali, Mahesh P. Shanmugam, Robert P. Finger et al.)....Pages 83-92
 Optic Disc, Cup and Fovea Detection from Retinal Images Using U-Net++ with EfficientNet Encoder  (Ravi Kamble, Pranab Samanta, Nitin Singhal)....Pages 93-103
 Multi-level Light U-Net and Atrous Spatial Pyramid Pooling for Optic Disc Segmentation on Fundus Image  (Weixin Liu, Haijun Lei, Hai Xie, Benjian Zhao, Guanghui Yue, Baiying Lei)....Pages 104-113
 An Interactive Approach to Region of Interest Selection in Cytologic Analysis of Uveal Melanoma Based on Unsupervised Clustering  (Haomin Chen, T. Y. Alvin Liu, Zelia Correa, Mathias Unberath)....Pages 114-124
 Retinal OCT Denoising with Pseudo-Multimodal Fusion Network  (Dewei Hu, Joseph D. Malone, Yigit Atay, Yuankai K. Tao, Ipek Oguz)....Pages 125-135
 Deep-Learning-Based Estimation of 3D Optic-Nerve-Head Shape from 2D Color Fundus Photographs in Cases of Optic Disc Swelling  (Mohammad Shafkat Islam, Jui-Kai Wang, Wenxiang Deng, Matthew J. Thurtell, Randy H. Kardon, Mona K. Garvin)....Pages 136-145
 Weakly Supervised Retinal Detachment Segmentation Using Deep Feature Propagation Learning in SD-OCT Images  (Tieqiao Wang, Sijie Niu, Jiwen Dong, Yuehui Chen)....Pages 146-154
 A Framework for the Discovery of Retinal Biomarkers in Optical Coherence Tomography Angiography (OCTA)  (Ylenia Giarratano, Alisa Pavel, Jie Lian, Rayna Andreeva, Alessandro Fontanella, Rik Sarkar et al.)....Pages 155-164
 An Automated Aggressive Posterior Retinopathy of Prematurity Diagnosis System by Squeeze and Excitation Hierarchical Bilinear Pooling Network  (Rugang Zhang, Jinfeng Zhao, Guozhen Chen, Hai Xie, Guanghui Yue, Tianfu Wang et al.)....Pages 165-174
 Weakly-Supervised Lesion-Aware and Consistency Regularization for Retinitis Pigmentosa Detection from Ultra-Widefield Images  (Benjian Zhao, Haijun Lei, Xianlu Zeng, Jiuwen Cao, Hai Xie, Guanghui Yue et al.)....Pages 175-184
 A Conditional Generative Adversarial Network-Based Method for Eye Fundus Image Quality Enhancement  (Andrés D. Pérez, Oscar Perdomo, Hernán Rios, Francisco Rodríguez, Fabio A. González)....Pages 185-194
 Construction of Quantitative Indexes for Cataract Surgery Evaluation Based on Deep Learning  (Yuanyuan Gu, Yan Hu, Lei Mou, HuaYing Hao, Yitian Zhao, Ce Zheng et al.)....Pages 195-205
 Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification  (Santiago Toledo-Cortés, Melissa de la Pava, Oscar Perdomo, Fabio A. González)....Pages 206-215
Back Matter ....Pages 217-218