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Evolutionary architecture design for approximate DCT

机译:近似DCT的进化架构设计

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摘要

Discrete Cosine Transform (DCT) which has a major role in image and video compression has also a major role in power consumption. Approximate Computing let us trade precision to save power in error resilient applications such as multimedia. Therefore, DCT is a potential candidate for approximation. In this paper, we propose a method for evolutionary design of DCT architecture exploiting the inherent behavior of DCT. Unlike the prior works on DCT approximation, which concentrated mostly on optimizing, replacing, or removing less effective building blocks of DCT, in our proposed method we use the evolutionary method to find new structures for DCT. According to the results, the evolution methods lead to architectures with less area and acceptable accuracy.
机译:在图像和视频压缩中起主要作用的离散余弦变换(DCT)在功耗中也起主要作用。近似计算使我们可以进行精度交换,以节省诸如多媒体之类的容错应用中的功耗。因此,DCT是近似的潜在候选者。在本文中,我们提出了一种利用DCT固有行为的DCT体系结构的进化设计方法。与先前关于DCT逼近的工作主要集中在优化,替换或删除不太有效的DCT构造块上的工作不同,在我们提出的方法中,我们使用进化方法来找到DCT的新结构。根据结果​​,进化方法导致了具有较小面积和可接受精度的体系结构。

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