AdaPyramid: Adaptive Pyramid for Accelerating High-resolution Object Detection on Edge Devices

X Shi, S Zhang, J Wu, N Chen, K Cheng… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Deep convolutional neural network (NN)-based object detectors are not appropriate for
straightforward inference on high-resolution videos at edge devices, as maintaining high …

GeoScale: Microservice Autoscaling With Cost Budget in Geo-Distributed Edge Clouds

K Cheng, S Zhang, M Liu, Y Gu, L Wei… - … on Parallel and …, 2024 - ieeexplore.ieee.org
Deploying microservice instances in geo-distributed edge clouds which are located at the
network edge and in proximity to end-users can provide on-site processing, thereby …