Reconfigurable shape-adaptive template matching architectures

J. Gause, P. Cheung, W. Luk
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引用次数: 33

Abstract

This paper presents reconfigurable computing strategies for a Shape-Adaptive Template Matching (SA-TM) method to retrieve arbitrarily shaped objects within images or video frames. A generic systolic array architecture is proposed as the basis for comparing three designs: a static design where the configuration does not change after compilation, a partially-dynamic design where a static circuit can be reconfigured to use different on-chip data, and a dynamic design which completely, adapts to a particular computation. While the logic resources required to implement the static and partially-dynamic designs are constant and depend only on the size of the search frame, the dynamic design is adapted to the size and shape of the template object, and hence requires much less area. The execution time of the matching process greatly depends on the number of frames the same object is matched at. For a small number of frames, the dynamic and partially-dynamic designs suffer from high reconfiguration overheads. This overhead is significantly reduced if the matching process is repeated on a large number of consecutive frames. We find that the dynamic SA-TM design in a 50 MHz Virtex 1000E device, including reconfiguration time, can perform almost 7,000 times faster than a 1.4 GHz Pentium 4 PC when processing a 100/spl times/100 template on 300 consecutive video frames in HDTV format.
可重构的形状自适应模板匹配体系结构
本文提出了一种形状自适应模板匹配(SA-TM)方法的可重构计算策略,用于检索图像或视频帧中任意形状的物体。提出了一种通用的收缩阵列架构,作为比较三种设计的基础:静态设计,其配置在编译后不会改变;部分动态设计,静态电路可以重新配置以使用不同的片上数据;动态设计,完全适应特定的计算。而实现静态和部分动态设计所需的逻辑资源是恒定的,只取决于搜索框架的大小,动态设计适应模板对象的大小和形状,因此需要更少的面积。匹配过程的执行时间在很大程度上取决于同一对象匹配的帧数。对于少量帧,动态和部分动态设计遭受高重构开销。如果在大量连续帧上重复匹配过程,则可以显著减少这种开销。我们发现,在50 MHz的Virtex 1000E设备上,包括重新配置时间在内,动态SA-TM设计在处理300个HDTV格式的连续视频帧的100/spl /100次模板时,比1.4 GHz的奔腾4 PC快近7000倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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