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  • 标题:A Novel Super Resolution Reconstruction of Low Reoslution Images Progressively Using DCT and Zonal Filter Based Denoising
  • 本地全文:下载
  • 作者:Liyakathunisa ; C.N .Ravi Kumar
  • 期刊名称:International Journal of Computer Science & Information Technology (IJCSIT)
  • 印刷版ISSN:0975-4660
  • 电子版ISSN:0975-3826
  • 出版年度:2011
  • 卷号:3
  • 期号:1
  • 语种:English
  • 出版社:Academy & Industry Research Collaboration Center (AIRCC)
  • 摘要:Due to the factors like processing power limitation s and channel capabilities images are often down sampled and transmitted at low bit rates resulting in a low resolution compressed image. High resoluti on images can be reconstructed from several blurred, n oisy and down sampled low resolution images using a computational process know as super resolution re construction. Super-resolution is the process of combining multiple aliased low-quality images to pr oduce a high resolution, high-quality image. The problem of recovering a high resolution image progr essively from a sequence of low resolution compressed images is considered. In this paper we p ropose a novel DCT based progressive image display algorithm by stressing on the encoding and decoding process. At the encoder we consider a set of low resolution images which are corrupted by additive w hite Gaussian noise and motion blur. The low resolution images are compressed using 8 by 8 block s DCT and noise is filtered using our proposed nove l zonal filter. Multiframe fusion is performed in ord er to obtain a single noise free image. At the deco der the image is reconstructed progressively by transmi tting the coarser image first followed by the detai l image. And finally a super resolution image is reco nstructed by applying our proposed novel adaptive interpolation technique. We have performed both obj ective and subjective analysis of the reconstructed image, and the resultant image has better super res olution factor, and a higher ISNR and PSNR. A comparative study done with Iterative Back Projecti on (IBP) and Projection on to Convex Sets (POCS),Papoulis Grechberg, FFT based Super resolut ion Reconstruction shows that our method has out performed the previous contributions.
  • 关键词:Adaptive Interpolation; DCT; Multiframe Fusion; Pro gressive Image Transmission; Super Resolution; Zonal Filter.
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