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Cristina González-Gonzalo
Cristina González-Gonzalo
MSc, PhD | AI in Medical imaging | Trustworthy AI | Clinical validation
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Year
Evaluation of a deep learning system for the joint automated detection of diabetic retinopathy and age‐related macular degeneration
C González‐Gonzalo, V Sánchez‐Gutiérrez, P Hernández‐Martínez, ...
Acta ophthalmologica 98 (4), 368-377, 2020
872020
Adversarial attack vulnerability of medical image analysis systems: Unexplored factors
G Bortsova, C González-Gonzalo, SC Wetstein, F Dubost, I Katramados, ...
Medical Image Analysis 73, 102141, 2021
782021
Trustworthy AI: closing the gap between development and integration of AI systems in ophthalmic practice
C González-Gonzalo, EF Thee, CCW Klaver, AY Lee, RO Schlingemann, ...
Progress in retinal and eye research 90, 101034, 2022
512022
A deep learning model for segmentation of geographic atrophy to study its long-term natural history
B Liefers, JM Colijn, C González-Gonzalo, T Verzijden, JJ Wang, ...
Ophthalmology 127 (8), 1086-1096, 2020
462020
Quantification of key retinal features in early and late age-related macular degeneration using deep learning
B Liefers, P Taylor, A Alsaedi, C Bailey, K Balaskas, N Dhingra, CA Egan, ...
American Journal of Ophthalmology 226, 1-12, 2021
392021
Iterative Augmentation of Visual Evidence for Weakly-Supervised Lesion Localization in Deep Interpretability Frameworks: Application to Color Fundus Images
C González-Gonzalo, B Liefers, B van Ginneken, CI Sánchez
IEEE Transactions on Medical Imaging 39 (11), 3499--3511, 2019
312019
Dense segmentation in selected dimensions: application to retinal optical coherence tomography
B Liefers, C González-Gonzalo, C Klaver, B van Ginneken, CI Sánchez
International Conference on Medical Imaging with Deep Learning, 337-346, 2019
142019
A deep learning framework for the detection and quantification of reticular pseudodrusen and drusen on optical coherence tomography
R Schwartz, H Khalid, S Liakopoulos, Y Ouyang, C de Vente, ...
Translational vision science & technology 11 (12), 3-3, 2022
92022
Improving weakly-supervised lesion localization with iterative saliency map refinement
C González-Gonzalo, B Liefers, B van Ginneken, CI Sánchez
International Conference on Medical Imaging with Deep Learning, 2018
92018
Making AI transferable across OCT scanners from different vendors
C de Vente, C González-Gonzalo, EF Thee, M van Grinsven, CCW Klaver, ...
Investigative Ophthalmology & Visual Science 62 (8), 2118-2118, 2021
42021
EyeNED workstation: development of a multi-modal vendor-independent application for annotation, spatial alignment and analysis of retinal images
H van Zeeland, J Meakin, B Liefers, C González-Gonzalo, ...
Investigative Ophthalmology & Visual Science 60 (9), 6118-6118, 2019
42019
Hierarchical curriculum learning for robust automated detection of low-prevalence retinal disease features: application to reticular pseudodrusen
C Gonzalez-Gonzalo, EF Thee, B Liefers, C de Vente, CCW Klaver, ...
Investigative Ophthalmology & Visual Science 62 (8), 86-86, 2021
12021
Automatic segmentation of drusen and exudates on color fundus images using generative adversarial networks
J Engelberts, C González-Gonzalo, CI Sanchez, MJ van Grinsven
Investigative Ophthalmology & Visual Science 60 (9), 1493-1493, 2019
12019
Trustworthy AI for automated screening of retinal diseases
C Gonzalez Gonzalo
Sl: sn, 2023
2023
A deep learning pipeline for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography
R Schwartz, H Khalid, S Liakopoulos, Y Ouyang, C de Vente, CG Gonzalo, ...
Investigative Ophthalmology & Visual Science 63 (7), 3856-3856, 2022
2022
Adversarial attack vulnerability of medical image analysis systems
C González-Gonzalo, S C Wetstein, FD FPG, I Katramados, L Hogeweg, ...
Medical Image Analysis 73, 2021
2021
Deep learning for automated stratification of ophthalmic images: Application to age-related macular degeneration and color fundus images
C González-Gonzalo, EF Thee, B Liefers, CCW Klaver, CI Sánchez
European Society of Retina Specialists, 2021
2021
Are adversarial attacks an actual threat for deep learning systems in real-world eye disease screening settings?
C González-Gonzalo, SC Wetstein, G Bortsova, B Liefers, B van Ginneken, ...
European Society of Retina Specialists, 2020
2020
Prediction of areas at risk of developing geographic atrophy in color fundus images using deep learning
B Liefers, JM Colijn, C González-Gonzalo, A Vaidyanathan, ...
Investigative Ophthalmology & Visual Science 60 (9), 1455-1455, 2019
2019
Opening the “black box” of deep learning in automated screening of eye diseases
C González-Gonzalo, B Liefers, A Vaidyanathan, H van Zeeland, ...
Investigative Ophthalmology & Visual Science 60 (9), 1443-1443, 2019
2019
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