Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions

1 code implementation • 30 Sep 2023 • Luana Barros, Levy Chaves, Sandra Avila

Also, we carefully curate a dataset containing skin lesions in acral regions and assess the datasets concerning the Fitzpatrick scale to verify performance on black skin.

The Performance of Transferability Metrics does not Translate to Medical Tasks

1 code implementation • 14 Aug 2023 • Levy Chaves, Alceu Bissoto, Eduardo Valle, Sandra Avila

Transfer learning boosts the performance of medical image analysis by enabling deep learning (DL) on small datasets through the knowledge acquired from large ones.

Transfer Learning

An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis

1 code implementation • 17 Jun 2021 • Levy Chaves, Alceu Bissoto, Eduardo Valle, Sandra Avila

Self-supervised pre-training appears as an advantageous alternative to supervised pre-trained for transfer learning.

Transfer Learning