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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…
cs.CV2024
FedPartWhole: Federated domain generalization via consistent part-whole hierarchies
Ahmed Radwan, Mohamed S. Shehata
Federated Domain Generalization (FedDG), aims to tackle the challenge of generalizing to unseen domains at test time while catering to the data privacy constraints that prevent cen…