Artificial intelligence in OCT angiography

Automated diagnosis of diabetic retinopathy using clinical biomarkers, optical coherence tomography (OCT), and OCT angiography

(2020) Harpal Singh Sandhu et al.   AMERICAN JOURNAL OF OPHTHALMOLOGY

Automated diagnosis and segmentation of choroidal neovascularization in OCT angiography using deep learning

(2020) Jie Wang et al.   Biomedical Optics Express

Comparative study of deep learning models for optical coherence tomography angiography

(2020) Zhe Jiang et al.   Biomedical Optics Express

Reconstruction of high-resolution 6×6-mmOCT angiograms using deep learning

(2020) Min Gao et al.   Biomedical Optics Express

High-resolution wide-field OCT angiography with a self-navigation method to correct microsaccades and blinks

(2020) Xiang Wei et al.   Biomedical Optics Express

Ensemble Deep Learning for Diabetic Retinopathy Detection Using Optical Coherence Tomography Angiography

(2020) Morgan Heisler et al.   Translational Vision Science & Technology

AV-Net: deep learning for fully automated artery-vein classification in optical coherence tomography angiography

(2020) Minhaj Alam et al.   Biomedical Optics Express

ROSE: A Retinal OCT-Angiography Vessel Segmentation Dataset and New Model

(2020) Yuhui Ma et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Differential Artery–Vein Analysis Improves the Performance of OCTA Staging of Sickle Cell Retinopathy

(2019) Minhaj Alam et al.   Translational Vision Science & Technology

OCT feature analysis guided artery-vein differentiation in OCTA

(2019) Minhaj Alam et al.   Biomedical Optics Express

Robust deep learning method for choroidal vessel segmentation on swept source optical coherence tomography images

(2019) Xiaoxiao Liu et al.   Biomedical Optics Express

Automated detection of shadow artifacts in optical coherence tomography angiography

(2019) Acner Camino et al.   Biomedical Optics Express

Quality improvement of OCT angiograms with elliptical directional filtering

(2019) Michał Chlebiej et al.   Biomedical Optics Express

Earliest Evidence of Preclinical Diabetic Retinopathy Revealed using OCT Angiography (OCTA) Perfused Capillary Density

(2019) Richard B. Rosen et al.   AMERICAN JOURNAL OF OPHTHALMOLOGY

Near infrared oximetry-guided artery–vein classification in optical coherence tomography angiography

(2019) Taeyoon Son et al.   EXPERIMENTAL BIOLOGY AND MEDICINE

A deep learning based pipeline for optical coherence tomography angiography

(2019) Xi Liu et al.   Journal of Biophotonics

OCT Angiography Metrics Predict Progression of Diabetic Retinopathy and Development of Diabetic Macular Edema

(2019) Zihan Sun et al.   OPHTHALMOLOGY

Progression of subclinical choroidal neovascularization in age-related macular degeneration

(2019) Michael J. Heiferman et al.   PLoS One

Superhuman AI for multiplayer poker

(2019) Noam Brown et al.   SCIENCE

Development and validation of a deep learning algorithm for distinguishing the nonperfusion area from signal reduction artifacts on OCT angiography

(2019) Yukun Guo et al.   Biomedical Optics Express

Three-dimensional structural and angiographic evaluation of foveal ischemia in diabetic retinopathy: method and validation

(2019) Bingjie Wang et al.   Biomedical Optics Express

Automated segmentation of peripapillary retinal boundaries in OCT combining a convolutional neural network and a multi-weights graph search

(2019) Pengxiao Zang et al.   Biomedical Optics Express

Supervised Machine Learning Based Multi-Task Artificial Intelligence Classification of Retinopathies

(2019) Alam et al.   Journal of Clinical Medicine

Comparison of the Repeatability of Macular Vascular Density Measurements Using Four Optical Coherence Tomography Angiography Systems

(2019) Jingyuan Yang et al.   Journal of Ophthalmology

Intra and inter-rater agreement of inflammatory choroidal neovascular membrane measurements using optical coherence tomography angiography

(2019) Inês Leal et al.   GRAEFES ARCHIVE FOR CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY

Robust non-perfusion area detection in three retinal plexuses using convolutional neural network in OCT angiography

(2019) Jie Wang et al.   Biomedical Optics Express

Reproducibility of Vessel Density, Fractal Dimension, and Foveal Avascular Zone Using 7 Different Optical Coherence Tomography Angiography Devices

(2018) Federico Corvi et al.   AMERICAN JOURNAL OF OPHTHALMOLOGY

Venous beading in two or more quadrants might not be a sensitive grading criterion for severe nonproliferative diabetic retinopathy

(2018) Ling Chen et al.   GRAEFES ARCHIVE FOR CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY

Macular Vessel Density and Ganglion Cell/Inner Plexiform Layer Thickness and Their Combinational Index Using Artificial Intelligence

(2018) Keunheung Park et al.   JOURNAL OF GLAUCOMA

Fast and robust standard-deviation-based method for bulk motion compensation in phase-based functional OCT

(2018) Xiang Wei et al.   OPTICS LETTERS

Enhancement of morphological and vascular features in OCT images using a modified Bayesian residual transform

(2018) Bingyao Tan et al.   Biomedical Optics Express

DRUNET: a dilated-residual U-Net deep learning network to segment optic nerve head tissues in optical coherence tomography images

(2018) Sripad Krishna Devalla et al.   Biomedical Optics Express

Deep learning for the segmentation of preserved photoreceptors on en face optical coherence tomography in two inherited retinal diseases

(2018) Acner Camino et al.   Biomedical Optics Express

Segmentation of retinal cysts from Optical Coherence Tomography volumes via selective enhancement

(2018) Karthik Gopinath et al.   IEEE Journal of Biomedical and Health Informatics

Disorganization of Inner Retina and Outer Retinal Morphology in Diabetic Macular Edema

(2018) Radha Das et al.   JAMA Ophthalmology

Age-related macular degeneration

(2018) Paul Mitchell et al.   LANCET

Artificial intelligence in retina

(2018) Ursula Schmidt-Erfurth et al.   PROGRESS IN RETINAL AND EYE RESEARCH

Automated segmentation of retinal layer boundaries and capillary plexuses in wide-field optical coherence tomographic angiography

(2018) Yukun Guo et al.   Biomedical Optics Express

QUANTITATIVE OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY FEATURES FOR OBJECTIVE CLASSIFICATION AND STAGING OF DIABETIC RETINOPATHY

(2018) Minhaj Alam et al.   RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES

Automatic segmentation of OCT retinal boundaries using recurrent neural networks and graph search

(2018) Jason Kugelman et al.   Biomedical Optics Express

Speckle noise reduction in optical coherence tomography images based on edge-sensitive cGAN

(2018) Yuhui Ma et al.   Biomedical Optics Express

Maximum value projection produces better en face OCT angiograms than mean value projection

(2018) Tristan T. Hormel et al.   Biomedical Optics Express

MEDnet, a neural network for automated detection of avascular area in OCT angiography

(2018) Yukun Guo et al.   Biomedical Optics Express

Enhanced Quantification of Retinal Perfusion by Improved Discrimination of Blood Flow From Bulk Motion Signal in OCTA

(2018) Acner Camino et al.   Translational Vision Science & Technology

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

(2017) Kai Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Automated three-dimensional registration and volume rebuilding for wide-field angiographic and structural optical coherence tomography

(2017) Pengxiao Zang et al.   JOURNAL OF BIOMEDICAL OPTICS

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Deep Convolutional Neural Networks for Image Classification: A Comprehensive Review

(2017) Waseem Rawat et al.   NEURAL COMPUTATION

Choroid segmentation from Optical Coherence Tomography with graph-edge weights learned from deep convolutional neural networks

(2017) Xiaodan Sui et al.   NEUROCOMPUTING

Impact of Multiple En Face Image Averaging on Quantitative Assessment from Optical Coherence Tomography Angiography Images

(2017) Akihito Uji et al.   OPHTHALMOLOGY

Joint retinal layer and fluid segmentation in OCT scans of eyes with severe macular edema using unsupervised representation and auto-context

(2017) Alessio Montuoro et al.   Biomedical Optics Express

Automated boundary detection of the optic disc and layer segmentation of the peripapillary retina in volumetric structural and angiographic optical coherence tomography

(2017) Pengxiao Zang et al.   Biomedical Optics Express

Automated detection of dilated capillaries on optical coherence tomography angiography

(2017) Changlei Dongye et al.   Biomedical Optics Express

Automated detection of photoreceptor disruption in mild diabetic retinopathy on volumetric optical coherence tomography

(2017) Zhuo Wang et al.   Biomedical Optics Express

Deep-learning based, automated segmentation of macular edema in optical coherence tomography

(2017) Cecilia S. Lee et al.   Biomedical Optics Express

Regression-based algorithm for bulk motion subtraction in optical coherence tomography angiography

(2017) Acner Camino et al.   Biomedical Optics Express

Reflectance-based projection-resolved optical coherence tomography angiography [Invited]

(2017) Jie Wang et al.   Biomedical Optics Express

Automatic segmentation of nine retinal layer boundaries in OCT images of non-exudative AMD patients using deep learning and graph search

(2017) Leyuan Fang et al.   Biomedical Optics Express

Repeatability and Reproducibility of Superficial Macular Retinal Vessel Density Measurements Using Optical Coherence Tomography Angiography En Face Images

(2017) Jianqin Lei et al.   JAMA Ophthalmology

Global causes of blindness and distance vision impairment 1990–2020: a systematic review and meta-analysis

(2017) Seth R Flaxman et al.   Lancet Global Health

Detailed Vascular Anatomy of the Human Retina by Projection-Resolved Optical Coherence Tomography Angiography

(2017) J. P. Campbell et al.   Scientific Reports

Macular Microangiopathy in Sickle Cell Disease Using Optical Coherence Tomography Angiography

(2016) Wilfried Minvielle et al.   AMERICAN JOURNAL OF OPHTHALMOLOGY

Vascular Density in Retina and Choriocapillaris as Measured by Optical Coherence Tomography Angiography

(2016) Qian Wang et al.   AMERICAN JOURNAL OF OPHTHALMOLOGY

Volume-Rendered Optical Coherence Tomography of Retinal Vein Occlusion Pilot Study

(2016) Richard F. Spaide   AMERICAN JOURNAL OF OPHTHALMOLOGY

Repeatability of automated vessel density measurements using optical coherence tomography angiography

(2016) Mayss Al-Sheikh et al.   BRITISH JOURNAL OF OPHTHALMOLOGY

Characteristics and quantification of vascular changes in macular telangiectasia type 2 on optical coherence tomography angiography

(2016) Lavanya Chidambara et al.   BRITISH JOURNAL OF OPHTHALMOLOGY

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Segmentation of the foveal microvasculature using deep learning networks

(2016) Pavle Prentašic et al.   JOURNAL OF BIOMEDICAL OPTICS

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Single-shot angular compounded optical coherence tomography angiography by splitting full-space B-scan modulation spectrum for flow contrast enhancement

(2016) Pei Li et al.   OPTICS LETTERS

AN AUTOMATIC, INTERCAPILLARY AREA-BASED ALGORITHM FOR QUANTIFYING DIABETES-RELATED CAPILLARY DROPOUT USING OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY

(2016) Julia Schottenhamml et al.   RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES

Evaluation of artifact reduction in optical coherence tomography angiography with real-time tracking and motion correction technology

(2016) Acner Camino et al.   Biomedical Optics Express

Automated motion correction using parallel-strip registration for wide-field en face OCT angiogram

(2016) Pengxiao Zang et al.   Biomedical Optics Express

Split-spectrum phase-gradient optical coherence tomography angiography

(2016) Gangjun Liu et al.   Biomedical Optics Express

Choriocapillaris evaluation in choroideremia using optical coherence tomography angiography

(2016) Simon S. Gao et al.   Biomedical Optics Express

Scalable wide-field optical coherence tomography-based angiography for in vivo imaging applications

(2016) Jingjiang Xu et al.   Biomedical Optics Express

Learning layer-specific edges for segmenting retinal layers with large deformations

(2016) S. P. K. Karri et al.   Biomedical Optics Express

Projection-resolved optical coherence tomographic angiography

(2016) Miao Zhang et al.   Biomedical Optics Express

Automated Quantification of Capillary Nonperfusion Using Optical Coherence Tomography Angiography in Diabetic Retinopathy

(2016) Thomas S. Hwang et al.   JAMA Ophthalmology

Automated registration and enhanced processing of clinical optical coherence tomography angiography

(2016) Acner Camino et al.   QUANTITATIVE IMAGING IN MEDICINE AND SURGERY

Optical Coherence Tomography Angiography in Diabetic Retinopathy: A Prospective Pilot Study

(2015) Akihiro Ishibazawa et al.   AMERICAN JOURNAL OF OPHTHALMOLOGY

Neural Retinal Disorganization as a Robust Marker of Visual Acuity in Current and Resolved Diabetic Macular Edema

(2015) Jennifer K. Sun et al.   DIABETES

En face OCT angiography demonstrates flow in early type 3 neovascularization (retinal angiomatous proliferation)

(2015) K K Dansingani et al.   EYE

Multimodal Segmentation of Optic Disc and Cup From SD-OCT and Color Fundus Photographs Using a Machine-Learning Graph-Based Approach

(2015) Mohammad Saleh Miri et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automated 3-D Retinal Layer Segmentation of Macular Optical Coherence Tomography Images With Serous Pigment Epithelial Detachments

(2015) Fei Shi et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Wide-field imaging of retinal vasculature using optical coherence tomography-based microangiography provided by motion tracking

(2015) Qinqin Zhang et al.   JOURNAL OF BIOMEDICAL OPTICS

Optimization of the split-spectrum amplitude-decorrelation angiography algorithm on a spectral optical coherence tomography system

(2015) Simon S. Gao et al.   OPTICS LETTERS

Quantitative optical coherence tomography angiography of vascular abnormalities in the living human eye

(2015) Yali Jia et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

IN VIVO CHARACTERIZATION OF RETINAL VASCULARIZATION MORPHOLOGY USING OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY

(2015) Maria Cristina Savastano et al.   RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES

RETINAL VASCULAR PERFUSION DENSITY MAPPING USING OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY IN NORMALS AND DIABETIC RETINOPATHY PATIENTS

(2015) Steven A. Agemy et al.   RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES

Automated choroidal neovascularization detection algorithm for optical coherence tomography angiography

(2015) Li Liu et al.   Biomedical Optics Express

Kernel regression based segmentation of optical coherence tomography images with diabetic macular edema

(2015) Stephanie J. Chiu et al.   Biomedical Optics Express

Advanced image processing for optical coherence tomographic angiography of macular diseases

(2015) Miao Zhang et al.   Biomedical Optics Express

Minimizing projection artifacts for accurate presentation of choroidal neovascularization in OCT micro-angiography

(2015) Anqi Zhang et al.   Biomedical Optics Express

Retinal Vascular Layers in Macular Telangiectasia Type 2 Imaged by Optical Coherence Tomographic Angiography

(2015) Richard F. Spaide et al.   JAMA Ophthalmology

Optical Coherence Tomography Angiography of Optic Disc Perfusion in Glaucoma

(2014) Yali Jia et al.   OPHTHALMOLOGY

Quantitative Optical Coherence Tomography Angiography of Choroidal Neovascularization in Age-Related Macular Degeneration

(2014) Yali Jia et al.   OPHTHALMOLOGY

Automatic segmentation of up to ten layer boundaries in SD-OCT images of the mouse retina with and without missing layers due to pathology

(2014) Pratul P. Srinivasan et al.   Biomedical Optics Express

Motion analysis and removal in intensity variation based OCT angiography

(2014) Xuan Liu et al.   Biomedical Optics Express

Quantitative 3D-OCT motion correction with tilt and illumination correction, robust similarity measure and regularization

(2014) Martin F. Kraus et al.   Biomedical Optics Express

Disorganization of the Retinal Inner Layers as a Predictor of Visual Acuity in Eyes With Center-Involved Diabetic Macular Edema

(2014) Jennifer K. Sun et al.   JAMA Ophthalmology

Intra-retinal layer segmentation of 3D optical coherence tomography using coarse grained diffusion map

(2013) Raheleh Kafieh et al.   MEDICAL IMAGE ANALYSIS

Phase-Variance Optical Coherence Tomography

(2013) Daniel M. Schwartz et al.   OPHTHALMOLOGY

Automated non-rigid registration and mosaicing for robust imaging of distinct retinal capillary beds using speckle variance optical coherence tomography

(2013) Hansford C. Hendargo et al.   Biomedical Optics Express

Graph-Based Multi-Surface Segmentation of OCT Data Using Trained Hard and Soft Constraints

(2012) Pascal A. Dufour et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

How Does the Brain Solve Visual Object Recognition?

(2012) James J. DiCarlo et al.   NEURON

Diabetic Retinopathy

(2012) David A. Antonetti et al.   NEW ENGLAND JOURNAL OF MEDICINE

Split-spectrum amplitude-decorrelation angiography with optical coherence tomography

(2012) Yali Jia et al.   OPTICS EXPRESS

Real-time eye motion compensation for OCT imaging with tracking SLO

(2012) Kari V. Vienola et al.   Biomedical Optics Express

Motion correction in optical coherence tomography volumes on a per A-scan basis using orthogonal scan patterns

(2012) Martin F. Kraus et al.   Biomedical Optics Express

Real-time eye motion correction in phase-resolved OCT angiography with tracking SLO

(2012) Boy Braaf et al.   Biomedical Optics Express

Using ultrahigh sensitive optical microangiography to achieve comprehensive depth resolved microvasculature mapping for human retina

(2011) Lin An et al.   JOURNAL OF BIOMEDICAL OPTICS

Automated segmentation by pixel classification of retinal layers in ophthalmic OCT images

(2011) K. A. Vermeer et al.   Biomedical Optics Express

High-dimensional pattern regression using machine learning: From medical images to continuous clinical variables

(2010) Ying Wang et al.   NEUROIMAGE

Automated layer segmentation of macular OCT images using dual-scale gradient information

(2010) Qi Yang et al.   OPTICS EXPRESS

Automatic segmentation of seven retinal layers in SDOCT images congruent with expert manual segmentation

(2010) Stephanie J. Chiu et al.   OPTICS EXPRESS

Optimized speckle variance OCT imaging of microvasculature

(2010) Adrian Mariampillai et al.   OPTICS LETTERS

elastix: A Toolbox for Intensity-Based Medical Image Registration

(2009) S. Klein et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Speckle reduction in optical coherence tomography using angular compounding by B-scan Doppler-shift encoding

(2009) Hui Wang et al.   JOURNAL OF BIOMEDICAL OPTICS

Automated segmentation of the macula by optical coherence tomography

(2009) Tapio Fabritius et al.   OPTICS EXPRESS

Intra-retinal layer segmentation in optical coherence tomography images

(2009) Akshaya Mishra et al.   OPTICS EXPRESS

Flow velocity estimation by complex ambiguity free joint Spectral and Time domain Optical Coherence Tomography

(2009) Maciej Szkulmowski et al.   OPTICS EXPRESS

Doppler optical micro-angiography for volumetric imaging of vascular perfusion in vivo

(2009) Ruikang K Wang et al.   OPTICS EXPRESS

Intraretinal Layer Segmentation of Macular Optical Coherence Tomography Images Using Optimal 3-D Graph Search

(2008) M.K. Garvin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Optical Coherence Tomography Measurements and Analysis Methods in Optical Coherence Tomography Studies of Diabetic Macular Edema

(2008) David J. Browning et al.   OPHTHALMOLOGY

In vivo volumetric imaging of vascular perfusion within human retina and choroids with optical micro-angiography

(2008) Lin An et al.   OPTICS EXPRESS

Speckle variance detection of microvasculature using swept-source optical coherence tomography

(2008) Adrian Mariampillai et al.   OPTICS LETTERS

Mapping of Macular Substructures with Optical Coherence Tomography for Glaucoma Diagnosis

(2007) Ou Tan et al.   OPHTHALMOLOGY