Publications of Bart Liefers

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2020

Papers in international journals

  1. B. Liefers, J. Colijn, C. González-Gonzalo, T. Verzijden, J. Wang, N. Joachim, P. Mitchell, C. Hoyng, B. van Ginneken, C. Klaver and C. Sánchez. "A deep learning model for segmentation of geographic atrophy to study its long-term natural history", Ophthalmology, 2020. Abstract/PDF DOI PMID arXiv
  2. C. González-Gonzalo, B. Liefers, B. van Ginneken and C. Sánchez. "Iterative augmentation of visual evidence for weakly-supervised lesion localization in deep interpretability frameworks: application to color fundus images", IEEE Transactions on Medical Imaging, 2020. Abstract/PDF DOI

Preprints

  1. S. Wetstein, C. González-Gonzalo, G. Bortsova, B. Liefers, F. Dubost, I. Katramados, L. Hogeweg, B. van Ginneken, J. Pluim, M. de Bruijne, C. Sánchez and M. Veta. "Adversarial Attack Vulnerability of Medical Image Analysis Systems: Unexplored Factors", arXiv:2006.06356, 2020. Abstract/PDF arXiv

2019

Papers in international journals

  1. D. Valkenburg, E. Runhart, N. Bax, B. Liefers, S. Lambertus, C. Sánchez, F. Cremers and C. Hoyng. "Highly variable disease courses in siblings with Stargardt disease", Ophthalmology, 2019;126(12):1712-1721. Abstract/PDF DOI PMID
  2. V. Schreur, A. Domanian, B. Liefers, F. Venhuizen, B. Klevering, C. Hoyng, E. de Jong and T. Theelen. "Morphological and topographical appearance of microaneurysms on optical coherence tomography angiography", British Journal of Ophthalmology, 2019;103:630-635. Abstract/PDF DOI PMID
  3. J. Gómez-Valverde, A. Antón, G. Fatti, B. Liefers, A. Herranz, A. Santos, C. Sánchez and M. Ledesma-Carbayo. "Automatic glaucoma classification using color fundus images based on convolutional neural networks and transfer learning", Biomedical Optics Express, 2019;10:892-913. Abstract/PDF DOI PMID
  4. T. Heesterbeek, E. de Jong, I. Acar, J. Groenewoud, B. Liefers, C. Sanchez, T. Peto, C. Hoyng, D. Pauleikhoff, H. Hense and A. den Hollander. "Genetic risk score has added value over initial clinical grading stage in predicting disease progression in age-related macular degeneration", Nature Scientific Reports, 2019;9(1):6611. Abstract/PDF DOI PMID

Preprints

  1. B. Liefers, J. Colijn, C. González-Gonzalo, T. Verzijden, P. Mitchell, C. Hoyng, B. van Ginneken, C. Klaver and C. Sánchez. "A deep learning model for segmentation of geographic atrophy to study its long-term natural history", arXiv:1908.05621, 2019. Abstract arXiv
  2. C. González-Gonzalo, B. Liefers, B. van Ginneken and C. Sánchez. "Iterative augmentation of visual evidence for weakly-supervised lesion localization in deep interpretability frameworks", arXiv:1910.07373, 2019. Abstract arXiv

Papers in conference proceedings

  1. B. Liefers, C. González-Gonzalo, C. Klaver, B. van Ginneken and C. Sánchez. "Dense Segmentation in Selected Dimensions: Application to Retinal Optical Coherence Tomography", Medical Imaging with Deep Learning, 2019;102:337-346. Abstract/PDF

Abstracts

  1. B. Liefers, J. Colijn, C. González-Gonzalo, A. Vaidyanathan, H. van Zeeland, P. Mitchell, C. Klaver and C. Sánchez. "Prediction of areas at risk of developing geographic atrophy in color fundus images using deep learning", Association for Research in Vision and Ophthalmology, 2019. Abstract
  2. D. Valkenburg, E. Runhart, B. Liefers, S. Lambertus, C. Sánchez, F. Cremers, B. M and C. Hoyng. "Familial discordance in disease phenotype in siblings with Stargardt disease", Association for Research in Vision and Ophthalmology, 2019. Abstract
  3. C. González-Gonzalo, B. Liefers, A. Vaidyanathan, H. van Zeeland, C. Klaver and C. Sánchez. "Opening the "black box"? of deep learning in automated screening of eye diseases", Association for Research in Vision and Ophthalmology, 2019. Abstract
  4. H. van Zeeland, J. Meakin, B. Liefers, C. González-Gonzalo, A. Vaidyanathan, B. van Ginneken, C. Klaver and C. Sánchez. "EyeNED workstation: Development of a multi-modal vendor-independent application for annotation, spatial alignment and analysis of retinal images", Association for Research in Vision and Ophthalmology, 2019. Abstract

2018

Papers in international journals

  1. F. Venhuizen, B. van Ginneken, B. Liefers, F. van Asten, V. Schreur, S. Fauser, C. Hoyng, T. Theelen and C. Sánchez. "A Deep Learning Approach for Detection and Quantification of Intraretinal Cystoid Fluid in Multivendor Optical Coherence Tomography", Biomedical Optics Express, 2018;9:1545-1569. Abstract/PDF DOI PMID

Papers in conference proceedings

  1. C. González-Gonzalo, B. Liefers, B. van Ginneken and C. Sánchez. "Improving weakly-supervised lesion localization with iterative saliency map refinement", Medical Imaging with Deep Learning, 2018. Abstract/PDF

2017

Papers in international journals

  1. F. Venhuizen, B. van Ginneken, B. Liefers, Schreur, M. van Grinsven, S. Fauser, C. Hoyng, T. Theelen and C. Sánchez. "Robust Total Retina Thickness Segmentation in Optical Coherence Tomography Images using Convolutional Neural Networks", Biomedical Optics Express, 2017;8:3292-3316. Abstract/PDF DOI PMID
  2. B. Liefers, F. Venhuizen, V. Schreur, B. van Ginneken, C. Hoyng, S. Fauser, T. Theelen and C. Sánchez. "Automatic detection of the foveal center in optical coherence tomography", Biomedical Optics Express, 2017;8:5160-5178. Abstract/PDF DOI PMID

Papers in conference proceedings

  1. B. Liefers, F. Venhuizen, T. Theelen, C. Hoyng, B. van Ginneken and C. Sánchez. "Fovea Detection in Optical Coherence Tomography using Convolutional Neural Networks", Medical Imaging, 2017;10133:1013302. Abstract/PDF DOI

Abstracts

  1. B. Liefers, F. Venhuizen, V. Schreur, B. van Ginneken, C. Hoyng, T. Theelen and C. Sánchez. "Automatic detection of the foveal center in optical coherence tomography", Association for Research in Vision and Ophthalmology, 2017. Abstract
  2. F. Venhuizen, S. Schaffhauser, V. Schreur, B. Liefers, B. van Ginneken, C. Hoyng, T. Theelen, E. de Jong and C. Sánchez. "Fully automated detection of hyperreflective foci in optical coherence tomography", Association for Research in Vision and Ophthalmology, 2017. Abstract
  3. J. Gomez, C. Sánchez, B. Liefers, F. Venhuizen, G. Fatti, A. Morilla-Grasa, Y. Cartagena, A. Cabarcos, A. Santos, M. Ledesma-Carbayo and A. Anton-Lopez. "Automated Analysis of Retinal Images for detection of Glaucoma based on Convolutional Neural Networks", Association for Research in Vision and Ophthalmology, 2017. Abstract

2016

Abstracts

  1. B. Liefers, V. Schreur, T. Theelen and C. Sánchez. "Registration and grading of micro-aneurysms in Fluorescein Angiography and OCT Angiography", 4th International Congress on OCT Angiography and Advances in OCT, 2016. Abstract