3 papers
cs.CV2026
Higher-Order Domain Generalization in Magnetic Resonance-Based Assessment of Alzheimer's Disease
Zobia Batool, Diala Lteif, Vijaya B. Kolachalama +2
Despite progress in deep learning for Alzheimer's disease (AD) diagnostics, models trained on structural magnetic resonance imaging (sMRI) often do not perform well when applied to…
cs.CV2025
Single Domain Generalization for Alzheimer's Detection from 3D MRIs with Pseudo-Morphological Augmentations and Contrastive Learning
Zobia Batool, Huseyin Ozkan, Erchan Aptoula
Although Alzheimer's disease detection via MRIs has advanced significantly thanks to contemporary deep learning models, challenges such as class imbalance, protocol variations, and…
cs.CV2025
Distance Transform Guided Mixup for Alzheimer's Detection
Zobia Batool, Huseyin Ozkan, Erchan Aptoula
Alzheimer's detection efforts aim to develop accurate models for early disease diagnosis. Significant advances have been achieved with convolutional neural networks and vision tran…