Title
Energy Aware Computation Driven Approximate DCT Architecture for Image Processing
Abstract
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.
Year
DOI
Venue
2015
10.1109/VLSID.2015.66
VLSI Design
Keywords
Field
DocType
approximation theory,discrete cosine transforms,field programmable gate arrays,image processing,cmos technology,virtex - 6 fpga,approximate dct architecture,core compute-intensive component,discrete cosine transform,energy aware computation,energy crisis,image quality assessment parameters,inter pixel approximation,multimedia devices,multiplicand value decision,pixels transitive behavior,fpga,image quality assessment,jpeg,transitive behavior
Computer science,Discrete cosine transform,Image processing,Image quality,Electronic engineering,JPEG,Virtex,Pixel,Quantization (image processing),Video quality
Conference
ISSN
Citations 
PageRank 
1063-9667
0
0.34
References 
Authors
9
4
Name
Order
Citations
PageRank
Vikas Kaushal100.34
Bharat Garg2329.88
Ankur Jaiswal340.79
Sharma, G.K.471.87