1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.CV2026
From Snow to Rain: Evaluating Robustness, Calibration, and Complexity of Model-Based Robust Training
Josué Martínez-Martínez, Olivia Brown, Giselle Zeno +2
Robustness to natural corruptions remains a critical challenge for reliable deep learning, particularly in safety-sensitive domains. We study a family of model-based training appro…
eess.IV2025★ 1 cited
Robust Training with Data Augmentation for Medical Imaging Classification
Josué Martínez-Martínez, Olivia Brown, Mostafa Karami +1
Deep neural networks are increasingly being used to detect and diagnose medical conditions using medical imaging. Despite their utility, these models are highly vulnerable to adver…