Comparison Of Lossless Image Compression Techniques Based On Context Modeling

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Comparison of Lossless Image Compression Techniques based on Context Modeling

Comparison of Lossless Image Compression Techniques based on Context Modeling
Author :
Publisher : GRIN Verlag
Total Pages : 85
Release :
ISBN-10 : 9783656932833
ISBN-13 : 3656932832
Rating : 4/5 (832 Downloads)

Book Synopsis Comparison of Lossless Image Compression Techniques based on Context Modeling by : Mohammad El-Ghoboushi

Download or read book Comparison of Lossless Image Compression Techniques based on Context Modeling written by Mohammad El-Ghoboushi and published by GRIN Verlag. This book was released on 2015-03-31 with total page 85 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master's Thesis from the year 2014 in the subject Computer Science - Software, , course: Image Processing, language: English, abstract: In this thesis various methods for lossless compression of source image data are analyzed and discussed. The main focus in this work is lossless compression algorithms based on context modeling using tree structure. We are going to compare CALIC, GCT-I algorithms to the JPEG2000 standard algorithm which will be considered the reference of comparison. This work includes research on how to modify CALIC algorithm in continuous-tone mode by truncating tails of the error histogram which may lead to improve CALIC compression performance. Also, we are going to propose a modification to CALIC in binary mode by eliminating error feedback mechanism. As when any pixel to be encoded has a different grey level than any of the neighboring pixels, CALIC triggers an escape sequence that switches the algorithm from binary mode to continuous-tone mode. Which means in this case the pixel will be treated as if it was in continuous-tone region. This minor modification should improve CALIC performance in binary images. Finally, we are going to discuss the GCT-I on medical images and compare results to the JPEG2000 standard.


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