VEDA:变化感知节能离散小波变换架构

Vaibhav Gupta, G. Karakonstantis, Debabrata Mohapatra, K. Roy
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引用次数: 1

摘要

在本文中,我们提出了一种统一的方法来实现图像处理应用中离散小波变换(DWT)的节能容差设计。值得注意的是,在大多数图像处理应用中,没有必要产生完全正确的数值输出。我们利用这一重要特征,并提出了一种DWT的设计方法,该方法利用人类视觉系统有限的感知能力,显示了从算法级到架构和电路级的每个设计层次的能量质量权衡。这种设计方法的一个独特之处在于,它保证了过程可变性下的鲁棒性,并促进了侵略性电压过标度。仿真结果显示,与传统设计相比,在输出图像质量略有下降的情况下,显著节能(74% - 83%),避免了工艺变化下的灾难性故障。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
VEDA: Variation-aware energy-efficient Discrete Wavelet Transform architecture
In this paper, we present a unified approach to an energy-efficient variation-tolerant design of Discrete Wavelet Transform (DWT) in the context of image processing applications. It is to be noted that it is not necessary to produce exactly correct numerical outputs in most image processing applications. We exploit this important feature and propose a design methodology for DWT which shows energy quality tradeoffs at each level of design hierarchy starting from the algorithm level down to the architecture and circuit levels by taking advantage of the limited perceptual ability of the Human Visual System. A unique feature of this design methodology is that it guarantees robustness under process variability and facilitates aggressive voltage over-scaling. Simulation results show significant energy savings (74% – 83%) with minor degradations in output image quality and avert catastrophic failures under process variations compared to a conventional design.
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