A 49.5 mW Multi-Scale Linear Quantized Online Learning Processor for Real-Time Adaptive Object Detection

Seokchan Song,Soyeon Kim,Gwangtae Park,Donghyeon Han,Hoi-Jun Yoo

IEEE Transactions on Circuits and Systems II: Express Briefs（2022）

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摘要

Online training is essential to maintain a high object detection (OD) in various environments. However, additional computation workload, EMA, and high bit precision is the problem of conventional online learning scheme on mobile devices. Therefore, a low power real-time online learning OD processor is proposed with three key features. First, multi-scale linear quantization (MSLQ) and MSLQ-aware PE...

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关键词

Quantization (signal),Training,Degradation,Real-time systems,Object detection,Estimation,Adaptation models

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