FedUKD: Federated UNet Model with Knowledge Distillation for Land Use Classification from Satellite and Street Views

2 code implementations • 5 Dec 2022 • Renuga Kanagavelu, Kinshuk Dua, Pratik Garai, Susan Elias, Neha Thomas, Simon Elias, Qingsong Wei, Goh Siow Mong Rick, Liu Yong

The need for a Federated approach in this application domain would be to avoid transfer of data from distributed locations and save network bandwidth to reduce communication cost.

Knowledge Distillation Model Compression +1

NV-Tree: Reducing Consistency Cost for NVM-based Single Level Systems

no code implementations • 16 Apr 2015 • Jun Yang, Qingsong Wei, Cheng Chen, Chundong Wang, and Khai Leong Yong, Data Storage Institute, A-STAR; Bingsheng He, Nanyang Technological University

Although the memory fence and CPU cacheline flush instructions can order memory writes to achieve data consistency, they introduce a significant overhead (more than 10X slower in performance).