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Face Detection on Embedded Systems

机译:嵌入式系统上的人脸检测

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摘要

Over recent years automated face detection and recognition (FDR) have gained significant attention from the commercial and research sectors. This paper presents an embedded face detection solution aimed at addressing the realtime image processing requirements within a wide range of applications. As face detection is a computationally intensive task, an embedded solution would give rise to opportunities for discrete economical devices that could be applied and integrated into a vast majority of applications. This work focuses on the use of FPGAs as the embedded prototyping technology where the thread of execution is carried out on an embedded soft-core processor. Custom instructions have been utilized as a means of applying software/hardware partitioning through which the computational bottlenecks are moved to hardware. A speedup by a factor of 110 was achieved from employing custom instructions and software optimizations.
机译:近年来,自动面部检测和识别(FDR)已引起商业和研究部门的极大关注。本文提出了一种嵌入式人脸检测解决方案,旨在解决广泛应用中的实时图像处理需求。由于面部检测是一项计算量很大的任务,因此嵌入式解决方案将为可应用并集成到绝大多数应用中的分立经济型设备带来机遇。这项工作着重于将FPGA用作嵌入式原型技术,其中执行线程在嵌入式软核处理器上执行。定制指令已被用作应用软件/硬件分区的一种方式,通过该方式将计算瓶颈转移到硬件上。通过使用自定义指令和软件优化,速度提高了110倍。

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