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Drusen-aware model for age-related macular degeneration recognition.

Junjun PanSharon HoAngelica LyMichael KalloniatisArcot Sowmya
Published in: Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) (2023)
The proposed drusen-aware model outperformed baseline and other vessel feature-based methods in F1 and AUC on the AMD/normal CFP classification task and achieved comparable results on datasets that included other diseases that often confound classification. The method also improved results when a five-category grading protocol was used, thereby reflecting discriminative ability of the algorithm within a real-life clinical setting.
Keyphrases
  • age related macular degeneration
  • deep learning
  • machine learning
  • randomized controlled trial
  • rna seq
  • neural network
  • single cell