3 accepted papers
Turning the multi-round vanilla Federated Learning into one-shot FL (OFL) significantly reduces the communication burden and makes a big leap toward practical deployment. However, this work empirically and theoretically unravels that existing OFL falls into a garbage (inconsistent one-shot local mod…
The pulmonary artery (PA) is a multi-level vascular system composed of the main pulmonary artery (mPA) and the branch pulmonary arteries (bPA). Accurate segmentation of the PA is of significant importance for the diagnosis of diseases such as pulmonary embolism. However, since the vascular features…
Federated learning (FL) allows multiple clients to collectively train a high-performance global model without sharing their private data. However, the key challenge in federated learning is that the clients have significant statistical heterogeneity among their local data distributions, which would…