An evaluation of self-supervised pre-training for skin-lesion analysis

L Chaves, A Bissoto, E Valle, S Avila - European Conference on Computer …, 2022 - Springer
Self-supervised pre-training appears as an advantageous alternative to supervised pre-
trained for transfer learning. By synthesizing annotations on pretext tasks, self-supervision …

[HTML][HTML] Context encoder transfer learning approaches for retinal image analysis

DI Moris, AS Hervella, J Rouco, J Novo… - Computers in Biology and …, 2023 - Elsevier
During the last years, deep learning techniques have emerged as powerful alternatives to
solve biomedical image analysis problems. However, the training of deep neural networks …

Macular segmentation using an automatic deep learning and graph cut strategy

JS Abril-Daza, CH Rodriguez-Garavito… - 2025 - researchsquare.com
Abstract Age-related Macular Degeneration (AMD) is one of the main diseases
affectingvisual health in the world, since it causes severe and irreversible vision loss …