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A reconfigurable computing framework for multi-scale cellular image processing

机译:用于多尺度蜂窝图像处理的可重构计算框架

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Cellular computing architectures represent an important class of computation that are characterized by simple processing elements, local interconnect and massive parallelism. These architectures are a good match for many image and video processing applications and can be substantially accelerated with Reconfigurable Computers. We present a flexible software/hardware framework for design, implementation and automatic synthesis of cellular image processing algorithms. The system provides an extremely flexible set of parallel, pipelined and time-multiplexed components which can be tailored through reconfigurable hardware for particular applications. The most novel aspects of our framework include a highly pipelined architecture for multi-scale cellular image processing as well as support for several different pattern recognition applications. In this paper, we will describe the system in detail and present our performance assessments. The system achieved speed-up of at least 100× for computationally expensive sub-problems and 10× for end-to-end applications compared to software implementations.
机译:蜂窝计算体系结构代表了重要的计算类别,其特征在于简单的处理元素,局部互连和大规模并行性。这些体系结构非常适合许多图像和视频处理应用程序,并且可重配置计算机可以大大加快这些体系结构。我们提出了一种灵活的软件/硬件框架,用于蜂窝图像处理算法的设计,实现和自动综合。该系统提供了一组非常灵活的并行,流水线和时分复用的组件,可以通过针对特定应用的可重新配置硬件进行定制。我们框架的最新颖方面包括用于多尺度蜂窝图像处理的高度流水线结构,以及对几种不同模式识别应用程序的支持。在本文中,我们将详细描述该系统并介绍我们的性能评估。与软件实现相比,该系统在计算上较昂贵的子问题上的速度至少提高了100倍,在端到端应用程序的速度提高了10倍。

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