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Area-efficient 2-D shift-variant convolvers for FPGA-based digital image processing

机译:适用于基于FPGA的数字图像处理的面积有效的二维移位变量卷积器

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Two-dimensional convolutions are local by nature; hence every pixel in the output image is computed using surrounding information, i.e., a moving window of pixels. Although the operation is simple, the hardware is conditioned by the fact that due to bandwidth efficiency full raster rows must be read from the external memory, and that a row-major image scan should be performed to support shift-variant convolutions. When extending the architectures developed in prior-art to support shift-variant convolutions, we realize that they require large amounts of on-chip memory. While this fact may not have a large cost increase in ASIC implementations, it makes field-programmable gate arrays (FPGA) implementations expensive or not feasible. In this paper, we propose several novel FPGA-efficient architectures for generating a moving window over a row-wise print path. Because the proposed concepts have different throughput and resource utilization, we provide a criteria to choose the optimum one for any design point.
机译:二维卷积本质上是局部的。因此,使用周围信息(即像素的移动窗口)计算输出图像中的每个像素。尽管操作很简单,但由于带宽效率的原因,必须从外部存储器读取完整的光栅行,并且必须执行行主图像扫描以支持移位变量卷积,从而使硬件受到限制。当扩展现有技术中开发的架构以支持平移卷积时,我们意识到它们需要大量的片上存储器。尽管这一事实可能不会使ASIC实现的成本大幅增加,但它使现场可编程门阵列(FPGA)实现的成本昂贵或不可行。在本文中,我们提出了几种新颖的FPGA高效架构,用于在行式打印路径上生成移动窗口。由于所提出的概念具有不同的吞吐量和资源利用率,因此我们提供了一个准则,可以针对任何设计点选择最佳准则。

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