2 papers
cs.DC2024
Optimizing Edge Offloading Decisions for Object Detection
Jiaming Qiu, Ruiqi Wang, Brooks Hu +2
Recent advances in machine learning and hardware have produced embedded devices capable of performing real-time object detection with commendable accuracy. We consider a scenario i…
cs.DC2023
Progressive Neural Compression for Adaptive Image Offloading under Timing Constraints
Ruiqi Wang, Hanyang Liu, Jiaming Qiu +3
IoT devices are increasingly the source of data for machine learning (ML) applications running on edge servers. Data transmissions from devices to servers are often over local wire…