Meanwhile, existing decentralized federated learning (DFL) frameworks are not specifically designed for industrial applications with unbalanced data and high communication costs. To tackle these ...

Rivers meander where there is the least resistance. In this diagram, the river is moving around the rocks. Rivers usually begin in upland areas, when rain falls on high ground and begins to flow ...

This study developed CMF-ELSeg, a novel fully automatic multi-structure segmentation model based on deep ensemble learning. Methods: A total of 143 CMF computed tomography (CT) scans were ...

Based on these findings, we built EC-HAENet, a hybrid-architecture ensemble deep learning model that demonstrated superior performance compared to endoscopic biopsy in evaluating patient responses to ...