Ophthalmic Medical Image Analysis: 7th International Workshop, Omia 2020, Held in Conjunction with Miccai 2020, Lima, Peru, October 8, 2020, Proceedin

ISBN-13: 9783030634186 / Angielski / Miękka / 2020 / 218 str.

Huazhu Fu; Mona K. Garvin; Tom Macgillivray

Spis treści

Bio-Inspired Attentive Segmentation of Retinal OCT imaging.- DR detection using Optical Coherence Tomography Angiography (OCTA): a transfer learning approach with robustness analysis.- What is the optimal attribution method for explainable ophthalmic disease classification?.- DeSupGAN: Multi-scale Feature Averaging Generative Adversarial Network for Simultaneous De-blurring and Super-resolution of Retinal Fundus Images.- Encoder-Decoder Networks for Retinal Vessel Segmentation using Large Multi-Scale Patches.- Retinal Image Quality Assessment via Specific Structures Segmentation.- Cascaded Attention Guided Network for Retinal Vessel Segmentation.- Self-supervised Denoising via Diffeomorphic Template Estimation: Application to Optical Coherence Tomography.- Automated Detection of Diabetic Retinopathy From Smartphone Fundus Videos.- Optic Disc, Cup and Fovea Detection from Retinal Images using U-Net++ with EfficientNet Encoder.- Multi-level Light U-Net and Atrous Spatial Pyramid Pooling for Optic Disc Segmentation on Fundus Image.- An Interactive Approach to Region of Interest Selection in Cytologic Analysis of Uveal Melanoma Based on Unsupervised Clustering.- Retinal OCT Denoising with Pseudo-Multimodal Fusion Network.- Deep-Learning-Based Estimation of 3D Optic-Nerve-Head Shape from 2D Color Fundus Photographs in Cases of Optic Disc Swelling.- Weakly supervised retinal detachment segmentation using deep feature propagation learning in SD-OCT images.- A framework for the discovery of retinal biomarkers in Optical Coherence Tomography Angiography (OCTA).- An Automated Aggressive Posterior Retinopathy of Prematurity Diagnosis System by Squeeze and Excitation Hierarchical Bilinear Pooling Network.- Weakly-Supervised Lesion-aware and Consistency Regularization for Retinitis Pigmentosa Detection from Ultra-widefield Images.- A Conditional Generative Adversarial Network-based Method for Eye Fundus Image Quality Enhancement.- Construction of quantitative indexes for cataract surgery evaluation based on deep learning.- Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification.