基于能量感知计算的图像处理近似DCT结构

Vikas Kaushal, Bharat Garg, Ankur Jaiswal, G. K. Sharma
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引用次数: 4

摘要

多媒体设备的能源危机导致图像/视频质量差。这些设备使用以离散余弦变换(DCT)为核心计算密集型组件的压缩标准。本文提出了一种新的近似技术,该技术基于假设,即像素的传递行为,像素间近似和乘与值决策,提供了有效的计算。利用这些近似技术,我们提出了一种能量感知计算驱动的近似DCT结构。该体系结构只有25个系数,进一步融合了DCT字母之间的相互依存关系。这种相互依赖导致七个DCT字母被压缩成三个。采用不同的图像质量评价参数对所提结构的有效性进行了评价。将该体系结构映射到Virtex - 6 FPGA上进行顶层分析。采用45纳米CMOS技术实现了半定制设计,并在HSIM上进行了仿真。仿真结果表明,与现有设计相比,该设计的面积(58%)和能耗(72.6%)分别减少了2.5倍和4.5倍。该方法已在基线JPEG标准上进行了有效性测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Energy Aware Computation Driven Approximate DCT Architecture for Image Processing
Energy crisis in multimedia devices causes poor image/video quality. These devices use compression standard having Discrete Cosine Transform (DCT) as core compute-intensive component. This paper presents novel approximation techniques that provide effective computation based on assumptions namely, transitive behavior of pixels, inter pixel approximation, and multiplicand value decision. We propose an energy aware computation driven approximate DCT architecture by exploiting these approximation techniques. The architecture emerges to have only 25 coefficients as an outcome which further incorporates interdependence among DCT alphabets. This inter-dependence results in squeezing of seven DCT alphabets into three. The efficacy of the proposed architecture is evaluated by different image quality assessment parameters. The architecture is mapped on Virtex - 6 FPGA to obtain top level analysis. A Semi Custom design is also realized using 45nm CMOS technology and simulated on HSIM. The simulation results show around 2.5× and 4.5× reduction in area (58%) and energy (72.6%), respectively, over existing design. This has been tested on Baseline JPEG standard for its effectiveness.
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