9 citations · 15 across the 5 of their papers we have counts for
5 papers
Bridging Domains through Subspace-Aware Model Merging
Levy Chaves, Chao Zhou, Rebekka Burkholz +2
Model merging integrates multiple task-specific models into a single consolidated one. Recent research has made progress in improving merging performance for in-distribution or mul…
Weight Weaving: Parameter Pooling for Data-Free Model Merging
Levy Chaves, Eduardo Valle, Sandra Avila
Model merging provides a cost-effective and data-efficient combination of specialized deep neural networks through parameter integration. This technique leverages expert models acr…
Are Explanations Helpful? A Comparative Analysis of Explainability Methods in Skin Lesion Classifiers
Rosa Y. G. Paccotacya-Yanque, Alceu Bissoto, Sandra Avila
Deep Learning has shown outstanding results in computer vision tasks; healthcare is no exception. However, there is no straightforward way to expose the decision-making process of…
Back to the Basics on Predicting Transfer Performance
Levy Chaves, Eduardo Valle, Alceu Bissoto +1
In the evolving landscape of deep learning, selecting the best pre-trained models from a growing number of choices is a challenge. Transferability scorers propose alleviating this…
Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions
Luana Barros, Levy Chaves, Sandra Avila
Melanoma is the most severe type of skin cancer due to its ability to cause metastasis. It is more common in black people, often affecting acral regions: palms, soles, and nails. D…