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cs.CV2026
DynaFilter: Cloud-driven Dynamic Filtering for Satellite Edge Intelligence
Ziyang Zhang, Jie Liu, Luca Mottola
Modern satellite edge systems, including those performing remote sensing tasks such object detection and tracking, are characterized by severely limited bandwidth and intermittent…
cs.CV2025
E4: Energy-Efficient DNN Inference for Edge Video Analytics Via Early-Exit and DVFS
Ziyang Zhang, Yang Zhao, Ming-Ching Chang +2
Deep neural network (DNN) models are increasingly popular in edge video analytic applications. However, the compute-intensive nature of DNN models pose challenges for energy-effici…