Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness

no code implementations • 5 Apr 2024 • Shadi Alijani, Jamil Fayyad, Homayoun Najjaran

Motivated by the increased interest from the research community, our paper investigates the deployment of vision transformers in domain adaptation and domain generalization scenarios.

Data Augmentation Domain Generalization +1

Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification

no code implementations • 12 Dec 2023 • Jamil Fayyad, Shadi Alijani, Homayoun Najjaran

The objective of this paper is to study Conformal Prediction, an emerging distribution-free uncertainty quantification technique, and provide a comprehensive understanding of the advantages and limitations inherent in various methods within the medical imaging field.

Conformal Prediction Decision Making +3