Deep learning-based single-shot prediction of differential effects of anti-VEGF treatment in patients with diabetic macular edema

scientific article published on 28 January 2020

Deep learning-based single-shot prediction of differential effects of anti-VEGF treatment in patients with diabetic macular edema is …
instance of (P31):
scholarly articleQ13442814

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P356DOI10.1364/BOE.379150
P932PMC publication ID7041458
P698PubMed publication ID32133239

P50authorSina FarsiuQ37829101
P2093author name stringScott W Cousins
Michael J Allingham
Priyatham S Mettu
Kishan Govind
Reza Rasti
Sam Kavusi
P2860cites workA feature-integration theory of attentionQ28281952
Early and Long-Term Responses to Anti-Vascular Endothelial Growth Factor Therapy in Diabetic Macular Edema: Analysis of Protocol I DataQ31131704
Randomized trial evaluating ranibizumab plus prompt or deferred laser or triamcinolone plus prompt laser for diabetic macular edemaQ33567438
Automatic segmentation of nine retinal layer boundaries in OCT images of non-exudative AMD patients using deep learning and graph search.Q33824639
Global prevalence and major risk factors of diabetic retinopathyQ35879130
Aflibercept, Bevacizumab, or Ranibizumab for Diabetic Macular Edema: Two-Year Results from a Comparative Effectiveness Randomized Clinical TrialQ35943499
Aqueous cytokine levels are associated with reduced macular thickness after intravitreal ranibizumab for diabetic macular edemaQ36324073
Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer LearningQ36961141
Classification of SD-OCT Volumes Using Local Binary Patterns: Experimental Validation for DME Detection.Q37172189
Quantitative classification of eyes with and without intermediate age-related macular degeneration using optical coherence tomographyQ37513827
A Quantitative Approach to Predict Differential Effects of Anti-VEGF Treatment on Diffuse and Focal Leakage in Patients with Diabetic Macular Edema: A Pilot StudyQ37731896
Diabetic retinopathy: current and new treatment optionsQ37986772
ReLayNet: retinal layer and fluid segmentation of macular optical coherence tomography using fully convolutional networksQ38371436
BIOMARKERS OF NEOVASCULAR ACTIVITY IN AGE-RELATED MACULAR DEGENERATION USING OCT ANGIOGRAPHY.Q38674684
Prediction of Anti-VEGF Treatment Requirements in Neovascular AMD Using a Machine Learning Approach.Q38703395
Predicting Macular Edema Recurrence from Spatio-Temporal Signatures in Optical Coherence Tomography ImagesQ38802533
Fully automated detection of diabetic macular edema and dry age-related macular degeneration from optical coherence tomography images.Q42956754
Effect of Adding Dexamethasone to Continued Ranibizumab Treatment in Patients With Persistent Diabetic Macular Edema: A DRCR Network Phase 2 Randomized Clinical TrialQ45305404
OCT-based deep learning algorithm for the evaluation of treatment indication with anti-vascular endothelial growth factor medications.Q45944002
Treatment of anti-vascular endothelial growth factor-resistant diabetic macular edema with dexamethasone intravitreal implantQ47706263
Macular OCT Classification Using a Multi-Scale Convolutional Neural Network Ensemble.Q52612107
Automatic diagnosis of abnormal macula in retinal optical coherence tomography images using wavelet-based convolutional neural network features and random forests classifier.Q52643185
Degree of decrease in central retinal thickness predicts visual acuity response to intravitreal ranibizumab in diabetic macular edema.Q54530134
Clinically applicable deep learning for diagnosis and referral in retinal diseaseQ56099055
Biomarkers of optical coherence tomography in evaluating the treatment outcomes of neovascular age-related macular degeneration: a real-world studyQ61444274
Convolutional Mixture of Experts Model: A Comparative Study on Automatic Macular Diagnosis in Retinal Optical Coherence Tomography ImagingQ64266702
Prediction of Anti-VEGF Response in Diabetic Macular Edema After 1 InjectionQ68641918
Early Response to Anti-Vascular Endothelial Growth Factor and Two-Year Outcomes Among Eyes With Diabetic Macular Edema in Protocol TQ90754573
Attention to Lesion: Lesion-Aware Convolutional Neural Network for Retinal Optical Coherence Tomography Image ClassificationQ91578047
Optical coherence tomography findings predictive of response to treatment in diabetic macular edemaQ91800069
P4510describes a project that usesscikit-imageQ22442795
P433issue2
P921main subjectdeep learningQ197536
diabetic macular edemaQ18558081
P304page(s)1139-1152
P577publication date2020-01-28
P1433published inBiomedical Optics ExpressQ4915117
P1476titleDeep learning-based single-shot prediction of differential effects of anti-VEGF treatment in patients with diabetic macular edema
P478volume11

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Q97422970Adversarial convolutional network for esophageal tissue segmentation on OCT imagescites workP2860

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