Jaume Guasch-Martí

HEART Attacks: Healthcare Evaluation of Adversarial RobusTness

Martín Suárez-Fernández, Enrique Lopez-Cuena, Jaume Guasch-Martí, Dario García-Gasulla et autres

Large Vision-Language Models (LVLMs) have shown potential for integrating visual and textual information, yet they continue to exhibit limitations in visual reasoning and robustness, a particular concern in high-stakes domains such as healthcare. Prior robustness evaluations remain limited in breadth, typically focusing …

es (code pays fourni par la source)

Aloe-Vision: Robust Vision-Language Models for Healthcare

Jaume Guasch-Martí, Enrique Lopez-Cuena, Martín Suárez-Fernández, Jordi Bayarri-Planas et autres

Large Vision-Language Models (LVLMs) specialized in healthcare are emerging as a promising research direction due to their potential impact in clinical and biomedical applications. However, progress is constrained by the scarcity of high-quality medical multimodal data, concerns about robustness in safety-critical settings, …