IEEE

PFed-NS: An Adaptive Personalized Federated Learning Scheme Through Neural Network Segmentation

Federated Learning (FL) is typically deployed in a client-server architecture, which makes the Edge-Cloud architecture an ideal backbone for FL. A significant challenge in this setup arises from the ...
IEEE

Prototype-Guided Graph Reasoning Network for Few-Shot Medical Image Segmentation

Abstract: Few-shot semantic segmentation (FSS) is of tremendous potential for data-scarce scenarios, particularly in medical segmentation tasks with merely a few labeled data. Most of the existing FSS ...