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Ophthalmic Medical Image Analysis

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Cover of 'Ophthalmic Medical Image Analysis'

Table of Contents

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    Book Overview
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    Chapter 1 Adjacent Scale Fusion and Corneal Position Embedding for Corneal Ulcer Segmentation
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    Chapter 2 Longitudinal Detection of Diabetic Retinopathy Early Severity Grade Changes Using Deep Learning
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    Chapter 3 Intra-operative OCT (iOCT) Image Quality Enhancement: A Super-Resolution Approach Using High Quality iOCT 3D Scans
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    Chapter 4 Diabetic Retinopathy Detection Based on Weakly Supervised Object Localization and Knowledge Driven Attribute Mining
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    Chapter 5 FARGO: A Joint Framework for FAZ and RV Segmentation from OCTA Images
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    Chapter 6 CDLRS: Collaborative Deep Learning Model with Joint Regression and Segmentation for Automatic Fovea Localization
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    Chapter 7 U-Net with Hierarchical Bottleneck Attention for Landmark Detection in Fundus Images of the Degenerated Retina
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    Chapter 8 Radial U-Net: Improving DMEK Graft Detachment Segmentation in Radial AS-OCT Scans
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    Chapter 9 Guided Adversarial Adaptation Network for Retinal and Choroidal Layer Segmentation
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    Chapter 10 Juvenile Refractive Power Prediction Based on Corneal Curvature and Axial Length via a Domain Knowledge Embedding Network
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    Chapter 11 Peripapillary Atrophy Segmentation with Boundary Guidance
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    Chapter 12 Are Cardiovascular Risk Scores from Genome and Retinal Image Complementary? A Deep Learning Investigation in a Diabetic Cohort
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    Chapter 13 Dual-Branch Attention Network and Atrous Spatial Pyramid Pooling for Diabetic Retinopathy Classification Using Ultra-Widefield Images
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    Chapter 14 Self-adaptive Transfer Learning for Multicenter Glaucoma Classification in Fundus Retina Images
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    Chapter 15 Multi-modality Images Analysis: A Baseline for Glaucoma Grading via Deep Learning
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    Chapter 16 Impact of Data Augmentation on Retinal OCT Image Segmentation for Diabetic Macular Edema Analysis
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    Chapter 17 Representation and Reconstruction of Image-Based Structural Patterns of Glaucomatous Defects Using only Two Latent Variables from a Variational Autoencoder
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    Chapter 18 Stacking Ensemble Learning in Deep Domain Adaptation for Ophthalmic Image Classification
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    Chapter 19 Attention Guided Slit Lamp Image Quality Assessment
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    Chapter 20 Robust Retinal Vessel Segmentation from a Data Augmentation Perspective
Attention for Chapter 13: Dual-Branch Attention Network and Atrous Spatial Pyramid Pooling for Diabetic Retinopathy Classification Using Ultra-Widefield Images
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