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journal articles

7TOTAL RESOURCES
V. Schreur, A. Domanian, B. Liefers, F. G. Venhuizen, B. J. Klevering, C. B. Hoyng, E. K. de Jong and T. Theelen, "Morphological and topographical appearance of microaneurysms on optical coherence tomography angiography", British Journal of Ophthalmology, 2019; 103 (5): 630-635.
DOI | PMID
V. Schreur, A. de Breuk, F. G. Venhuizen, C. I. Sánchez, C. J. Tack, B. J. Klevering, E. K. de Jong and C. B. Hoyng, "Retinal hyperreflective foci in type 1 diabetes mellitus", Retina, 2019.
DOI | PMID
H. Bogunovic, F. Venhuizen, S. Klimscha, S. Apostolopoulos, A. Bab-Hadiashar, U. Bagci, M. F. Beg, L. Bekalo, Q. Chen, C. Ciller, K. Gopinath, A. K. Gostar, K. Jeon, Z. Ji, S. H. Kang, D. D. Koozekanani, D. Lu, D. Morley, K. K. Parhi, H. S. Park, A. Rashno, M. Sarunic, S. Shaikh, J. Sivaswamy, R. Tennakoon, S. Yadav, S. De Zanet, S. M. Waldstein, B. S. Gerendas, C. Klaver, C. I. Sánchez and U. Schmidt-Erfurth, "RETOUCH: The Retinal OCT Fluid Detection and Segmentation Benchmark and Challenge", IEEE Transactions on Medical Imaging, 2019; 38: 1858-1874.
DOI | PMID
F. G. Venhuizen, B. van Ginneken, B. Liefers, F. van Asten, V. Schreur, S. Fauser, C. B. Hoyng, T. Theelen and C. I. Sánchez, "A Deep Learning Approach for Detection and Quantification of Intraretinal Cystoid Fluid in Multivendor Optical Coherence Tomography", Biomedical Optics Express, 2018; 9 (4): 1545-1569.
DOI | PMID
F. G. Venhuizen, B. van Ginneken, F. van Asten, M. J. van Grinsven, S. Fauser, C. B. Hoyng, T. Theelen and C. I. Sánchez, "Automated Staging of Age-Related Macular Degeneration Using Optical Coherence Tomography", Investigative Ophthalmology and Visual Science, 2017; 58 (4): 2318-2328.
DOI | PMID
F. G. Venhuizen, B. van Ginneken, B. Liefers, Schreur, M. J. van Grinsven, S. Fauser, C. B. Hoyng, T. Theelen and C. I. Sánchez, "Robust Total Retina Thickness Segmentation in Optical Coherence Tomography Images using Convolutional Neural Networks", Biomedical Optics Express, 2017; 8 (7): 3292-3316.
DOI | PMID
B. Liefers, F. G. Venhuizen, V. Schreur, B. van Ginneken, C. Hoyng, S. Fauser, T. Theelen and C. I. Sánchez, "Automatic detection of the foveal center in optical coherence tomography", Biomedical Optics Express, 2017; 8 (11): 5160-5178.
DOI | PMID

inproceedings

2TOTAL RESOURCES
B. Liefers, F. G. Venhuizen, T. Theelen, C. Hoyng, B. van Ginneken and C. I. Sánchez, "Fovea Detection in Optical Coherence Tomography using Convolutional Neural Networks", Medical Imaging, 2017; 10133: 1013302.
F. G. Venhuizen, B. van Ginneken, B. Bloemen, M. J. J. P. van Grinsven, R. Philipsen, C. Hoyng, T. Theelen and C. I. Sánchez, "Automated Age-Related Macular Degeneration Classification in OCT using Unsupervised Feature Learning", Medical Imaging, 2015; 9414.

abstracts

9TOTAL RESOURCES
F. G. Venhuizen, S. Schaffhauser, V. Schreur, B. Liefers, B. van Ginneken, C. B. Hoyng, T. Theelen, E. K. de Jong and C. I. Sánchez, "Fully automated detection of hyperreflective foci in optical coherence tomography", Association for Research in Vision and Ophthalmology, 2017.
B. Liefers, F. G. Venhuizen, V. Schreur, B. van Ginneken, C. Hoyng, T. Theelen and C. I. Sánchez, "Automatic detection of the foveal center in optical coherence tomography", Association for Research in Vision and Ophthalmology, 2017.
J. J. Gomez, C. I. Sánchez, B. Liefers, F. G. Venhuizen, G. Fatti, A. Morilla-Grasa, Y. Cartagena, A. H. Cabarcos, A. Santos, M. J. 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.
F. G. Venhuizen, M. J. J. P. van Grinsven, B. van Ginneken, C. B. Hoyng, T. Theelen and C. I. Sánchez, "Fully automated quantification of intraretinal cysts in 3D optical coherence tomography", Association for Research in Vision and Ophthalmology, 2016.
M. J. J. P. van Grinsven, F. G. Venhuizen, B. van Ginneken, C. B. Hoyng, T. Theelen and C. I. Sánchez, "Automatic detection of hemorrhages on color fundus images using deep learning", Association for Research in Vision and Ophthalmology, 2016.
F. G. Venhuizen, M. B. Breukink, B. van Ginneken, M. J. J. P. van Grinsven, B. Bloemen, C. B. Hoyng, T. Theelen, C. J. F. Boon and C. I. Sánchez, "Automated Quantification of Subretinal Fluid in Central Serous Chorioretinopathy in 3D Optical Coherence Tomography Images", Association for Research in Vision and Ophthalmology, 2015.
F. G. Venhuizen, M. J. van Grinsven, C. B. Hoyng, T. Theelen, B. van Ginneken and C. I. Sánchez, "Vendor Independent Cyst Segmentation in Retinal SD-OCT Volumes using a Combination of Multiple Scale Convolutional Neural Networks", Medical Image Computing and Computer-Assisted Intervention, 2015.
C. I. Sánchez, S. Lambertus, B. Bloemen, N. Bax, F. G. Venhuizen, M. J. J. P. van Grinsven, B. van Ginneken, T. Theelen and C. Hoyng, "Automatic quantification of geographic atrophy in fundus autofluorescence images of Stargardt patients", Association for Research in Vision and Ophthalmology, 2015.
M. J. J. P. van Grinsven, F. G. Venhuizen, B. van Ginneken, C. B. Hoyng, T. Theelen and C. I. Sánchez, "Automatic detection of eye diseases using automated color fundus image analysis", Association for Research in Vision and Ophthalmology, 2015.

phd theses

1TOTAL RESOURCES
F. Venhuizen, "Machine Learning for Quantification of Age-Related Macular Degeneration Imaging Biomarkers in Optical Coherence Tomography", 2019.