2 papers
cs.CV2026
From Snow to Rain: Evaluating Robustness, Calibration, and Complexity of Model-Based Robust Training
Josué MartÃnez-MartÃnez, 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
Robust Training with Data Augmentation for Medical Imaging Classification
Josué MartÃnez-MartÃnez, 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…