10 citations · 10 across the 3 of their papers we have counts for
3 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★ 10 cited
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…
cs.DC2022
Adaptive Edge Offloading for Image Classification Under Rate Limit
Jiaming Qiu, Ruiqi Wang, Ayan Chakrabarti +2
This paper considers a setting where embedded devices are used to acquire and classify images. Because of limited computing capacity, embedded devices rely on a parsimonious classi…