DaCapo: Accelerating Continuous Learning in Autonomous Systems for Video Analytics

Yoonsung Kim,Changhun Oh,Jinwoo Hwang, Wonung Kim, Seongryong Oh, Yubin Lee,Hardik Sharma,Amir Yazdanbakhsh,Jongse Park

CoRR（2024）

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关键词

Autonomic System,Video Analysis,Incremental Learning,Resource Allocation,Deep Neural Network,Computational Resources,Unmanned Aerial Vehicles,Continuous System,Student Model,Resource Allocation Algorithm,Hyperparameters,Simulation System,Dot Product,Processing Elements,Microarchitecture,Validation Accuracy,Insufficient Resources,Deep Neural Network Model,Computational Demands,Extreme Scenarios,Concept Drift,Floating-point Values,Label Phase,Resource Allocation Method,Bit-width,Vertical Channel,Spatial Allocation,Live Video,Edge Devices,32-bit Floating-point

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