Vehicle tracking, a core application to smart city video analytics, is becoming more widely deployed than ever before thanks the increasing number of traffic cameras and recent advances in computer vision machine-learning. Due constraints bandwidth, latency, privacy concerns, tracking tasks are preferable run on edge devices sitting close cameras. However, provisioned with fixed amount computin...