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.CV2024
Real-Time Human Action Recognition on Embedded Platforms
Ruiqi Wang, Zichen Wang, Peiqi Gao +7
With advancements in computer vision and deep learning, video-based human action recognition (HAR) has become practical. However, due to the complexity of the computation pipeline,…
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…