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Exploiting approximate adder circuits for power-efficient Gaussian and Gradient filters for Canny edge detector algorithm

机译:为Canny边缘检测器算法开发高能效高斯和梯度滤波器的近似加法器电路

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This paper proposes the exploration of approximate adders for the implementation of power-efficient Gaussian and Gradient filters for Image Processing. The Gaussian filter is a convolution operator which is used to blur images and to remove noise. On the other hand, the Gradient of an image measures how it is changing. Both blocks can be designed in hardware using only shifts and additions. In this work we exploit a set of approximate adders in order to implement energy-efficient filters. The tree of adders of Gaussian and Gradient filters are implemented using one RCA-based approximate adder, as well as an Error-Tolerant Adder ETAI. The approximate architectures are compared to the best precise implementation of the filters. As the Gaussian and Gradient blocks are part of the Canny edge detector algorithm, we have implemented the adder trees of the filters aiming this application. Our main results show that for an efficient power realization of this algorithm, the best strategy consists in the implementation of the Gaussian filter with ETA I adder, and the Gradient filter with the RCA-based adder.
机译:本文提出了探索近似加法器的方法,以实现高能效的高斯和梯度滤波器进行图像处理。高斯滤波器是一个卷积运算符,用于模糊图像和消除噪声。另一方面,图像的渐变量度了图像的变化方式。可以仅使用移位和加法在硬件中设计两个模块。在这项工作中,我们利用一组近似加法器来实现节能滤波器。高斯滤波器和梯度滤波器的加法器树是使用一个基于RCA的近似加法器以及容错加法器ETAI来实现的。将近似的体系结构与滤波器的最精确实现方式进行比较。由于高斯和梯度块是Canny边缘检测器算法的一部分,因此我们针对此应用实现了滤波器的加法器树。我们的主要结果表明,为使​​该算法高效实现功率,最佳策略包括使用ETA I加法器实现高斯滤波器,以及使用基于RCA的加法器实现梯度滤波器。

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