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Artificial intelligence to identify retinal fundus images, quality validation, laterality evaluation, macular degeneration, and suspected glaucoma

Author
Zapata, M.; Royo, D.; Font, O.; Vela, J.; Marcantonio, I.; Moya, E.; Sánchez, A.; Garcia-Gasulla, D.; Cortes, U.; Ayguade, E.; Labarta, J.
Type of activity
Journal article
Journal
Clinical ophthalmology
Date of publication
2020-02-13
Volume
14
First page
419
Last page
428
DOI
10.2147/OPTH.S235751
Repository
http://hdl.handle.net/2117/181680 Open in new window
URL
https://www.dovepress.com/artificial-intelligence-to-identify-retinal-fundus-images-quality-vali-peer-reviewed-article-OPTH Open in new window
Abstract
Purpose: To assess the performance of deep learning algorithms for different tasks in retinal fundus images: (1) detection of retinal fundus images versus optical coherence tomography (OCT) or other images, (2) evaluation of good quality retinal fundus images, (3) distinction between right eye (OD) and left eye (OS) retinal fundus images,(4) detection of age-related macular degeneration (AMD) and (5) detection of referable glaucomatous optic neuropathy (GON). Patients and Methods: Five algorithm...
Citation
Zapata, M. [et al.]. Artificial intelligence to identify retinal fundus images, quality validation, laterality evaluation, macular degeneration, and suspected glaucoma. "Clinical ophthalmology", 13 Febrer 2020, vol. 14, p. 419-428.
Keywords
Artificial intelligence, Retinal diseases, Retinal fundus image, Screening
Group of research
CAP - High Performace Computing Group
IDEAI-UPC - Intelligent Data Science and Artificial Intelligence Research Center
KEMLG - Knowledge Engineering and Machine Learning Group

Participants

  • Zapata Victori, Miguel Ángel  (author)
  • Royo Fibla, Dídac  (author)
  • Font, Octavi  (author)
  • Vela Segarra, José Ignacio  (author)
  • Marcantonio Santa Cruz, Ivanna Andrea  (author)
  • Moya Sánchez, Eduardo Ulises  (author)
  • Sánchez Pérez, Abraham  (author)
  • Garcia Gasulla, Dario  (author)
  • Cortes Garcia, Claudio Ulises  (author)
  • Ayguade Parra, Eduard  (author)
  • Labarta Mancho, Jesus Jose  (author)