05411nam 22006735 450 991034927300332120200706054308.03-030-32956-910.1007/978-3-030-32956-3(CKB)4100000009522960(DE-He213)978-3-030-32956-3(MiAaPQ)EBC6283256(PPN)255933533(EXLCZ)99410000000952296020191008d2019 u| 0engurnn#008mamaatxtrdacontentcrdamediacrrdacarrierOphthalmic Medical Image Analysis 6th International Workshop, OMIA 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 17, Proceedings /edited by Huazhu Fu, Mona K. Garvin, Tom MacGillivray, Yanwu Xu, Yalin Zheng1st ed. 2019.Cham :Springer International Publishing :Imprint: Springer,2019.1 online resource (XI, 192 p. 80 illus., 78 illus. in color.)Image Processing, Computer Vision, Pattern Recognition, and Graphics ;118553-030-32955-0 Dictionary Learning Informed Deep Neural Network with Application to OCT Images -- Structure-aware Noise Reduction Generative Adversarial Network for Optical Coherence Tomography Image -- Region-Based Segmentation of Capillary Density in Optical Coherence Tomography Angiography -- An amplified-target loss approach for photoreceptor layer segmentation in pathological OCT scans -- Foveal avascular zone segmentation in clinical routine fluorescein angiographies using multitask learning -- Guided M-Net for High-resolution Biomedical Image Segmentation with Weak Boundaries -- 3D-CNN for Glaucoma Detection using Optical Coherence Tomography -- Semi-supervised Adversarial Learning for Diabetic Retinopathy Screening -- Shape Decomposition of Foveal Pit Morphology using Scan Geometry Corrected OCT -- U-Net with spatial pyramid pooling for drusen segmentation in optical coherence tomography -- Deriving Visual Cues from Deep Learning to Achieve Subpixel Cell Segmentation in Adaptive Optics Retinal Images -- Robust Optic Disc Localization by Large Scale Learning -- The Channel Attention based Context Encoder Network for Inner Limiting Membrane Detections -- Fundus Image based Retinal Vessel Segmentation Utilizing A Fast and Accurate Fully Convolutional Network -- Network pruning for OCT image classification -- An improved MPB-CNN segmentation method for edema area and neurosensory retinal detachment in SD-OCT images -- Encoder-Decoder Attention Network for Lesion Segmentation of Diabetic Retinopathy -- Multi-Discriminator Generative Adversarial Networks for improved thin retinal vessel segmentation -- Fovea Localization in Fundus Photographs by Faster R-CNN with Physiological Prior -- Aggressive Posterior Retinopathy of Prematurity Automated Diagnosis via a Deep Convolutional Network -- Automated Stage Analysis of Retinopathy of Prematurity Using Joint Segmentation and Multi-Instance Learning -- Retinopathy Diagnosis using Semi-supervised Multi-channel Generative Adversarial Network.This book constitutes the refereed proceedings of the 6th International Workshop on Ophthalmic Medical Image Analysis, OMIA 2019, held in conjunction with the 22nd International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2019, in Shenzhen, China, in October 2019. The 22 full papers (out of 36 submissions) presented at OMIA 2019 were carefully reviewed and selected. The papers cover various topics in the field of ophthalmic image analysis.Image Processing, Computer Vision, Pattern Recognition, and Graphics ;11855Optical data processingArtificial intelligenceComputer science—MathematicsComputer organizationImage Processing and Computer Visionhttps://scigraph.springernature.com/ontologies/product-market-codes/I22021Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Mathematics of Computinghttps://scigraph.springernature.com/ontologies/product-market-codes/I17001Computer Systems Organization and Communication Networkshttps://scigraph.springernature.com/ontologies/product-market-codes/I13006Optical data processing.Artificial intelligence.Computer science—Mathematics.Computer organization.Image Processing and Computer Vision.Artificial Intelligence.Mathematics of Computing.Computer Systems Organization and Communication Networks.617.7616.07Fu Huazhuedthttp://id.loc.gov/vocabulary/relators/edtGarvin Mona Kedthttp://id.loc.gov/vocabulary/relators/edtMacGillivray Tomedthttp://id.loc.gov/vocabulary/relators/edtXu Yanwuedthttp://id.loc.gov/vocabulary/relators/edtZheng Yalinedthttp://id.loc.gov/vocabulary/relators/edtMiAaPQMiAaPQMiAaPQBOOK9910349273003321Ophthalmic Medical Image Analysis2568252UNINA