Ophthalmic Medical Image Analysis

Chapter 1 Dictionary Learning Informed Deep Neural Network with Application to OCT Images

Chapter 2 Structure-Aware Noise Reduction Generative Adversarial Network for Optical Coherence Tomography Image

Chapter 3 Region-Based Segmentation of Capillary Density in Optical Coherence Tomography Angiography

Chapter 4 An Amplified-Target Loss Approach for Photoreceptor Layer Segmentation in Pathological OCT Scans

Chapter 5 Foveal Avascular Zone Segmentation in Clinical Routine Fluorescein Angiographies Using Multitask Learning

Chapter 6 Guided M-Net for High-Resolution Biomedical Image Segmentation with Weak Boundaries

Chapter 7 3D-CNN for Glaucoma Detection Using Optical Coherence Tomography

Chapter 8 Semi-supervised Adversarial Learning for Diabetic Retinopathy Screening

Chapter 9 Shape Decomposition of Foveal Pit Morphology Using Scan Geometry Corrected OCT

Chapter 10 U-Net with Spatial Pyramid Pooling for Drusen Segmentation in Optical Coherence Tomography

Chapter 11 Deriving Visual Cues from Deep Learning to Achieve Subpixel Cell Segmentation in Adaptive Optics Retinal Images

Chapter 12 Robust Optic Disc Localization by Large Scale Learning

Chapter 13 The Channel Attention Based Context Encoder Network for Inner Limiting Membrane Detection

Chapter 14 Fundus Image Based Retinal Vessel Segmentation Utilizing a Fast and Accurate Fully Convolutional Network

Chapter 15 Network Pruning for OCT Image Classification

Chapter 16 An Improved MPB-CNN Segmentation Method for Edema Area and Neurosensory Retinal Detachment in SD-OCT Images

Chapter 17 Encoder-Decoder Attention Network for Lesion Segmentation of Diabetic Retinopathy

Chapter 18 Multi-discriminator Generative Adversarial Networks for Improved Thin Retinal Vessel Segmentation

Chapter 19 Fovea Localization in Fundus Photographs by Faster R-CNN with Physiological Prior

Chapter 20 Aggressive Posterior Retinopathy of Prematurity Automated Diagnosis via a Deep Convolutional Network

Chapter 21 Automated Stage Analysis of Retinopathy of Prematurity Using Joint Segmentation and Multi-instance Learning

Chapter 22 Retinopathy Diagnosis Using Semi-supervised Multi-channel Generative Adversarial Network