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JSSC 2011第1期Digital Circuits0.13μm

A 345 mW Heterogeneous Many-Core Processor With an Intelligent Inference Engine

提出一种异构多核对象识别处理器,通过智能推理引擎实现高效实时视频识别。
345 mW, 246 EGOPS/W, 30 fps 640×480视频处理
异构多核对象识别智能推理引擎视觉注意力模型能效优化
采用统一视觉注意力模型(UVAM)优化有效区域处理
智能推理引擎(IIE)实现混合模式神经模糊推理
权重扰动学习确保在线适应和高注意力精度
Abstract
nt Member , IEEE, Jinwook Oh , Student Member , IEEE, Junyoung Park , Student Member , IEEE, Joonsoo Kwon, Student Member , IEEE, Minsu Kim , Student Member , IEEE, and Hoi-Jun Y oo, Fellow, IEEE Abstract—A heterogeneous many-core object recognition pro- cessor is proposed to realize robust and efficient object recognition on real-time video of cluttered scenes. Unlike previous approaches that simply aimed for high GOPS/W, we aim to achieve high Effective GOPS/W, or EGOPS/W , which only counts op