Optimizing Ocular Pathology Classification with CNNs and OCT Imaging: A Systematic and Performance Review
Walter Hauri-Rosales,
Oswaldo Pérez,
Marlon Garcia-Roa
et al.
Abstract:Vision loss due to chronic-degenerative diseases is a primary cause of blindness worldwide. Deep learning architectures utilizing optical coherence tomography images have proven effective for the early diagnosis of ocular pathologies. Nevertheless, most studies have emphasized the best outcomes using optimal hyperparameter combinations and extensive data availability. This focus has eclipsed the exploration of how model learning capacity varies with different data volumes. The current study evaluates the learn… Show more
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