CORDIC based novel energy-efficient approximate DCT architecture for error-resilient applications

V. Satpute, Neha K. Nawandar
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引用次数: 1

Abstract

There is energy conflict in battery operated multimedia devices that leads to poor and degraded image/ video quality. In such type of devices the most crucial, vital and computationally exhaustive compression standard element used is the Discrete Cosine Transform (DCT). This paper instigates one such novel DCT architecture that employs very well-known COordinate Rotation DIgital Computer (CORDIC) unit and some approximation techniques which provides with effective computation based on certain assumptions where the correlation between the nearby pixels is exploited and dependency between the coefficients is used. The proposed architecture transpires out to have just 16 coefficients as the end result and not all of the 64 coefficients. This amalgamates the interdependence amid the DCT coefficients (a, b to g) that in turn squeezes them into three (seven to three), thereby allowing the computation of the other four from these three using adders and shifters. The effectiveness of the proposed architecture is evaluated by using various parameters like Peak Signal to Noise Ratio (PSNR), Structural Similarity Index (SSIM), Gradient Mean Square Deviation (GMSD) that are available for evaluation of image quality via modeling them in MATLAB. The architecture turns out to be nearly 54%, 30%, 86% and 55% more efficient in terms of energy over the radix-2 CORDIC, CORDIC based Loeffler DCT, data priority DCT and the RICO based DCT architectures.
基于CORDIC的新型高能效近似DCT容错结构
在电池供电的多媒体设备中存在能量冲突,导致图像/视频质量差和下降。在这种类型的设备中,使用的最关键,最重要和计算详尽的压缩标准元素是离散余弦变换(DCT)。本文提出了一种新的DCT结构,该结构采用了著名的坐标旋转数字计算机(CORDIC)单元和一些近似技术,这些技术提供了基于某些假设的有效计算,其中利用了附近像素之间的相关性和系数之间的依赖性。提议的体系结构最终只有16个系数,而不是64个系数的全部。这结合了DCT系数(a, b到g)之间的相互依赖性,进而将它们压缩为三个(7到3),从而允许使用加法器和移位器从这三个中计算其他四个。通过使用峰值信噪比(PSNR)、结构相似指数(SSIM)、梯度均方偏差(GMSD)等各种参数来评估所提出架构的有效性,这些参数可通过在MATLAB中建模来评估图像质量。事实证明,该架构在能量方面比基数-2 CORDIC,基于CORDIC的Loeffler DCT,数据优先级DCT和基于RICO的DCT架构效率提高了近54%,30%,86%和55%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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