A SVD Based Scheme For Post Processing of DCT Coded Images

Authors

  • Vinay Kumar Srivastava MNNIT, Allahabad, UP

Abstract

In block discrete cosine transform (DCT) based image compression, the blocking artifacts are the main cause of degradation, especially at higher compression ratio. In proposed scheme, monotone or edge blocks are identified by examining the DCT coefficients of the block itself. In the first algorithm of the proposed scheme, a signal adaptive filter is applied to sub-image constructed by the DC components of DCT coded image to exploit the residual inter-block correlation between adjacent blocks. To further reduce artificial discontinuities due to blocking artifacts, the blocky image is re-divided into blocks in such a way that the corner of the original blocks comes at the center of the new blocks. These discontinuities causes the high frequency components in the new blocks. In this paper, these high frequency components due to blocking artifacts in monotone area are eliminated using singular value decomposition (SVD) based filtering algorithm. It is well known that the random noise is hard to compress, whereas it is easy to compress the ordered information. Thus, lossy compression of noisy signal provides the required filtering of the signal itself.

Keywords

Image compression, Image processing, Post-processing, Blocking artifacts, DCT, Singular value decomposition, Block transform coding, Coding and compression, Image and Video Processing

Author Biography

Vinay Kumar Srivastava, MNNIT, Allahabad, UP

Vinay Kumar Srivastava received the BE degree in Electronics and Telecommunication Engineering from Government Engineering College Rewa, MP, India in 1989, the M Tech degree in Communication Engineering from I.T. BHU, Varanasi, India in 1991 and PhD degree in Electrical Engineering from IIT Kanpur, India in 2001.

Presently he is Assistant Professor in the department of Electronics and Communication Engineering, Motilal Nehru National Institute of Technology, MNNIT, Allahabad, India. He also worked as Assistant Executive Engineering in Indian Telephone Industries Limited, Naini, Allahabad, India from September 1991 to November 1992. He is also involved in development of on-line counselling software for engineering and management entrance examinations. He has about eighteen years of teaching and research experience in the area of signal processing, image processing and communication Engineering. He has supervised a number of   B Tech projects and M Tech Theses. He is also supervising several PhD Theses. He has chaired of many sessions in conferences. He has published over twenty research papers in International and National Journals and conference proceedings. His current research interest include image compression, post-processing of DCT coded images, digital watermarking of images, digital filtering, stability 2D periodically shift variant (PSV) system, digital signal processing methods for identification of protein coding DNA regions, design and analysis of IDMA systems for wireless and mobile networks.

 

Published

2009-11-12

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