RS-DGC: Exploring Neighborhood Statistics for Dynamic Gradient Compression on Remote Sensing Image Interpretation

W Xie, Z Wang, J Ma, D Li, Y Li - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Distributed deep learning has recently been attracting more attention in remote sensing (RS)
applications due to the challenges posed by the increased amount of open data that are …

CL-SGD: Efficient Communication by Clustering and Local-SGD for Distributed Machine Learning

H Chen, WX Liu, M Tan, J Luo - ICC 2023-IEEE International …, 2023 - ieeexplore.ieee.org
Training a deep neural network model requires frequent communications between
machines, and heavy communication traffic limits the scalability of the distributed ma-chine …