Retina

Example of research line for Retina.

Projects

Dynamic retinal deep learning

The goal of this project is to automate the screening workflow of eye diseases using innovative techniques based on artificial neural networks.

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People

Cristina González-Gonzalo

Cristina González-Gonzalo

PhD Candidate

A-eye Research Group

Clarisa Sánchez

Clarisa Sánchez

Associate Professor

A-eye Research Group

Publications

  • 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 Cited by ~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
  • 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
  • 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