2 papers
cs.CV2025
MedDChest: A Content-Aware Multimodal Foundational Vision Model for Thoracic Imaging
Mahmoud Soliman, Islam Osman, Mohamed S. Shehata +1
The performance of vision models in medical imaging is often hindered by the prevailing paradigm of fine-tuning backbones pre-trained on out-of-domain natural images. To address th…
cs.CV2025
GNN-MoE: Context-Aware Patch Routing using GNNs for Parameter-Efficient Domain Generalization
Mahmoud Soliman, Omar Abdelaziz, Ahmed Radwan +2
Domain generalization (DG) seeks robust Vision Transformer (ViT) performance on unseen domains. Efficiently adapting pretrained ViTs for DG is challenging; standard fine-tuning is…