Publications

2017

Machine learning to analyze the prognostic value of current imaging biomarkers in neovascular age-related macular degeneration
Schmidt-Erfurth U, Bogunovic H, Sadeghipour A, Schlegl T, Langs G, Gerendas BS, Osborne A, Waldstein SM
2017 Ophthalmology Retina.



Predictive imaging biomarkers relevant for functional and anatomical outcomes during ranibizumab therapy of diabetic macular edema
Gerendas BS, Simader C, Deak GG, Prager S, Lammer J, Waldstein SM, Kundi M, Schmidt-Erfurth U
2017 BJO.


Spatial correspondence between intraretinal fluid, subretinal fluid and pigment epithelial detachment in neovascular age-related macular degeneration
Klimscha S, Waldstein SM, Schlegl T, Bogunovic H, Sadeghipour A, Philip A-M, Podkowinski D, Pablik E, Zhang L, Abramoff MD, Sonka M, Gerendas BS, Schmidt-Erfurth U
2017 Invest Ophthalmol Vis Sci.



Analyzing and Predicting Visual Acuity Outcomes of Anti-VEGF Therapy by a Longitudinal Mixed Effects Model of Imaging and Clinical Data
Vogl WD, Waldstein SM, Gerendas BS, Schlegl T, Langs G, Schmidt-Erfurth U
2017 Invest Ophthalmol Vis Sci.


Machine Learning of the Progression of Intermediate Age-Related Macular Degeneration Based on OCT Imaging
Bogunovic H, Montuoro A, Baratsits M, Karantonis MG, Waldstein SM, Schlanitz F, Schmidt-Erfurth U.
2017 Invest Ophthalmol Vis Sci.



Predicting Macular Edema Recurrence from Spatio-Temporal Signatures in Optical Coherence Tomography Images
Vogl WD, Waldstein SM, Gerendas BS, Schmidt-Erfurth U, Langs G
2017 IEEE Transactions on Medical Imaging.



Joint retinal layer and fluid segmentation in OCT scans of eyes with severe macular edema using unsupervised representation and auto-context
Montuoro A, Waldstein SM, Gerendas BS, Schmidt-Erfurth U, Bogunovic H
2017 Biomed Opt Express.



Prediction of Anti-VEGF Treatment Requirements in Neovascular AMD Using a Machine Learning Approach
Bogunovic H, Waldstein SM, Schlegl T, Langs G, Sadeghipour A, Liu X, Gerendas BS, Osborne A, Schmidt-Erfurth U
2017 Invest Ophthalmol Vis Sci.



Impact of B-Scan Averaging on Spectralis Optical Coherence Tomography Image Quality before and after Cataract Surgery
Podkowinski D, Sharian Varnousfaderani E, Simader C, Bogunovic H, Philip AM, Gerendas BS, Schmidt-Erfurth U, Waldstein SM
2017 J Ophthalmol.



Evaluating the impact of vitreomacular adhesion on antiangiogenic therapy for retinal vein occlusion using fully automated computational image analysis
Waldstein SM, Montuoro A, Podkowinski D, Philip A-M, Gerendas BS, Bogunovic H, Schmidt-Erfurth U
2017 Sci Rep.



Computational image analysis for prognosis determination in DME
Gerendas BS, Bogunovic H, Sadeghipour A, Schlegl T, Langs G, Waldstein SM, Schmidt-Erfurth U
2017 Vision Res



Supervised learning and dimension reduction techniques for quantification of retinal fluid in optical coherence tomography images
Breger A, Ehler M, Bogunovic H, Waldstein SM, Philip A-M, Schmidt-Erfurth U, Gerendas BS
2017 Eye (Lond).



Guidelines for the management of diabetic macular edema by the European Society of Retina Specialists (EURETINA)
Schmidt-Erfurth U, Garcia-Arumi J, Bandello F, Berg K, Chakravarthy U, Gerendas BS, Jonas J, Larsen M, Tadayoni R, Loewenstein A
2017 Ophthalmologica.



Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery
Schlegl T, Seeböck P, Waldstein SM, Schmidt-Erfurth U, Langs G
2017 Inf Process Med Imaging.