qurAI
Our PUBLICATIONS
journal articles
7TOTAL RESOURCES
R. Schwartz, H. Khalid, S. Liakopoulos, Y. Ouyang, C. de Vente, C. González-Gonzalo, A.Y. Lee, R. Guymer, E.Y. Chew and C. Egan, "A Deep Learning Framework for the Detection and Quantification of Reticular Pseudodrusen and Drusen on Optical Coherence Tomography", Translational Vision Science & Technology, 2022; 11 (12): 3-Mar.C. González-Gonzalo, E. F. Thee, C. W. Klaver, A. Y. Lee, R. O. Schlingemann, A. Tufail, F. Verbraak and C. I. Sánchez, "Trustworthy AI: Closing the gap between development and integration of AI systems in ophthalmic practice", Progress in Retinal and Eye Research, 2022; 90: 101034.
G. Bortsova, C. González-Gonzalo, S. Wetstein, F. Dubost, I. Katramados, L. Hogeweg, B. Liefers, B. van Ginneken, J. Pluim, M. Veta, C. Sánchez and M. de Bruijne, "Adversarial Attack Vulnerability of Medical Image Analysis Systems: Unexplored Factors", Medical Image Analysis, 2021; 73: 102141.
B. Liefers, P. Taylor, A. Alsaedi, C. Bailey, K. Balaskas, N. Dhingra, C. A. Egan, F. G. Rodrigues, C. González-Gonzalo, T. F. C. Heeren, A. Lotery, P. L. Muller, A. Olvera-Barrios, B. Paul, R. Schwartz, D. S. Thomas, A. N. Warwick, A. Tufail and C. I. Sánchez, "Quantification of key retinal features in early and late age-related macular degeneration using deep learning", American Journal of Ophthalmology, 2021.
B. Liefers, J. M. Colijn, C. González-Gonzalo, T. Verzijden, J. J. Wang, N. Joachim, P. Mitchell, C. B. Hoyng, B. van Ginneken, C. C. Klaver and C. I. Sánchez, "A deep learning model for segmentation of geographic atrophy to study its long-term natural history", Ophthalmology, 2020; 127 (8): 1086-1096.
C. González-Gonzalo, B. Liefers, B. van Ginneken and C. I. 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; 39 (11): 3499-3511.
C. González-Gonzalo, V. Sánchez-Gutiérrez, P. Hernández-Martínez, I. Contreras, Y. T. Lechanteur, A. Domanian, B. van Ginneken and C. I. Sánchez, "Evaluation of a deep learning system for the joint automated detection of diabetic retinopathy and age-related macular degeneration", Acta Ophthalmologica, 2020; 98 (4): 368-377.
inproceedings
2TOTAL RESOURCES
B. Liefers, C. González-Gonzalo, C. Klaver, B. van Ginneken and C. I. Sánchez, "Dense Segmentation in Selected Dimensions: Application to Retinal Optical Coherence Tomography", Medical Imaging with Deep Learning, 2019; 102: 337-346.C. González-Gonzalo, B. Liefers, B. van Ginneken and C. I. Sánchez, "Improving weakly-supervised lesion localization with iterative saliency map refinement", Medical Imaging with Deep Learning, 2018.
abstracts
11TOTAL RESOURCES
Schwartz, Roy and Khalid, Hagar and Liakopoulos, Sandra and Ouyang, Yanling and de Vente, Coen and Gonzalo, Cristina González and Lee, Aaron Y and Egan, Catherine A and Sánchez, Clara and Tufail, Adnan, "A deep learning pipeline for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography", Investigative Ophthalmology & Visual Science, 2022.C. de Vente, C. González-Gonzalo, E. F. Thee, M. van Grinsven, C. C. W. Klaver and C. I. Sánchez, "Making AI Transferable Across OCT Scanners from Different Vendors", Association for Research in Vision and Ophthalmology, 2021.
C. González-Gonzalo, F. Verbraak, R. O., Schlingemann, C. W. Klaver, A. Y. Lee, A. Tufail, C. I. Sánchez, "Trustworthy AI: Closing the Gap between Development and Integration of AI in Ophthalmology", European Association for the Study of Diabetes Eye Complications Study Group, 2021.
C. González-Gonzalo, E. F. Thee, B. Liefers, C. W. Klaver and C. I. Sánchez, "Deep learning for automated stratification of ophthalmic images: Application to age-related macular degeneration and color fundus images", European Society of Retina Specialists, 2021.
C. González-Gonzalo, E. F. Thee, B. Liefers, C. de Vente, C. C. W. Klaver and C. I. Sánchez, "Hierarchical curriculum learning for robust automated detection of low-prevalence retinal disease features: application to reticular pseudodrusen", Association for Research in Vision and Ophthalmology, 2021.
B. Liefers, P. Taylor, C. González-Gonzalo, A. Tufail and C. I. Sánchez, "Achieving expert level performance in quantifying 13 distinctive features of neovascular age-related macular degeneration on optical coherence tomography", European Society of Retina Specialists, 2020.
C. González-Gonzalo, S. C. Wetstein, G. Bortsova, B. Liefers, B. van Ginneken and C. I. Sánchez, "Are adversarial attacks an actual threat for deep learning systems in real-world eye disease screening settings?", European Society of Retina Specialists, 2020.
A. Ardu, B. Liefers, C. de Vente, C. González-Gonzalo, C. Klaver and C. I. Sánchez, "Artificial Intelligence for the Classification and Quantification of Reticular Pseudodrusen in Multimodal Retinal Images", European Society of Retina Specialists, 2020.
B. Liefers, J. Colijn, C. González-Gonzalo, A. Vaidyanathan, H. van Zeeland, P. Mitchell, C. Klaver and C. I. 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.
C. González-Gonzalo, B. Liefers, A. Vaidyanathan, H. van Zeeland, C. C. W. Klaver and C. I. Sánchez, "Opening the “black box”? of deep learning in automated screening of eye diseases", Association for Research in Vision and Ophthalmology, 2019.
J. Engelberts, C. González-Gonzalo, C. I. Sánchez and M. J. van Grinsven, "Automatic Segmentation of Drusen and Exudates on Color Fundus Images using Generative Adversarial Networks", Association for Research in Vision and Ophthalmology, 2019.
preprint
3TOTAL RESOURCES
S. C. Wetstein, C. González-Gonzalo, G. Bortsova, B. Liefers, F. Dubost, I. Katramados, L. Hogeweg, B. van Ginneken, J. P. W. Pluim, M. de Bruijne, C. I. Sánchez and M. Veta, "Adversarial Attack Vulnerability of Medical Image Analysis Systems: Unexplored Factors", arXiv:200.606.356, 2020.B. Liefers, J. M. Colijn, C. González-Gonzalo, T. Verzijden, P. Mitchell, C. B. Hoyng, B. van Ginneken, C. C. Klaver and C. I. Sánchez, "A deep learning model for segmentation of geographic atrophy to study its long-term natural history", arXiv:190.805.621, 2019.
C. González-Gonzalo, B. Liefers, B. van Ginneken and C. I. Sánchez, "Iterative augmentation of visual evidence for weakly-supervised lesion localization in deep interpretability frameworks", arXiv:191.007.373, 2019.