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首页> 外文期刊>IEEE Transactions on Computers >PRECISION: A Reconfigurable SIMD/MIMD Coprocessor for Computer Vision Systems-on-Chip
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PRECISION: A Reconfigurable SIMD/MIMD Coprocessor for Computer Vision Systems-on-Chip

机译:精度:用于计算机视觉片上系统的可重配置SIMD / MIMD协处理器

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摘要

Computer vision applications have a large disparity in operations, data representation and memory access patterns from the early vision stages to the final classification and recognition stages. A hardware system for computer vision has to provide high flexibility without compromising performance, exploiting massively spatial-parallel operations but also keeping a high throughput on data-dependent and complex program flows. Furthermore, the architecture must be modular, scalable and easy to adapt to the needs of different applications. Keeping this in mind, a hybrid SIMD/MIMD architecture for embedded computer vision is proposed. It consists of a coprocessor designed to provide fast and flexible computation of demanding image processing tasks of vision applications. A 32-bit 128-unit device was prototyped on a Virtex-6 FPGA which delivers a peak performance of 19.6 GOP/s and 7.2 W of power dissipation.
机译:从早期的视觉阶段到最终的分类和识别阶段,计算机视觉应用程序在操作,数据表示和内存访问模式方面都存在很大差异。用于计算机视觉的硬件系统必须在不损害性能的前提下提供高度的灵活性,充分利用大量空间并行操作,还必须在依赖数据的复杂程序流上保持高吞吐量。此外,该架构必须是模块化的,可扩展的,并且必须易于适应不同应用程序的需求。牢记这一点,提出了一种用于嵌入式计算机视觉的混合SIMD / MIMD架构。它由一个协处理器组成,该协处理器旨在为视觉应用程序的苛刻图像处理任务提供快速而灵活的计算。一个32位128单元器件在Virtex-6 FPGA上进行了原型设计,其峰值性能为19.6 GOP / s,功耗为7.2W。

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