Exploring Discrete Cosine Transform for Multi-resolution Analysis
Multi-resolution analysis has been a very popular technique in the recent years. Wavelets have been used extensively to perform multi resolution image expansion and analysis. DCT, however, has been used to compress image but not for multi resolution image analysis. This thesis is an attempt to explo...
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ndltd-GEORGIA-oai-digitalarchive.gsu.edu-cs_theses-10112013-04-23T03:19:20Z Exploring Discrete Cosine Transform for Multi-resolution Analysis Abedi, Safdar Ali Syed Multi-resolution analysis has been a very popular technique in the recent years. Wavelets have been used extensively to perform multi resolution image expansion and analysis. DCT, however, has been used to compress image but not for multi resolution image analysis. This thesis is an attempt to explore the possibilities of using DCT for multi-resolution image analysis. Naive implementation of block DCT for multi-resolution expansion has many difficulties that lead to signal distortion. One of the main causes of distortion is the blocking artifacts that appear when reconstructing images transformed by DCT. The new algorithm is based on line DCT which eliminates the need for block processing. The line DCT is one dimensional array based on cascading the image rows and columns in one transform operation. Several images have been used to test the algorithm at various resolution levels. The reconstruction mean square error rate is used as an indication to the success of the method. The proposed algorithm has also been tested against the traditional block DCT. 2005-08-10 text application/pdf http://digitalarchive.gsu.edu/cs_theses/12 http://digitalarchive.gsu.edu/cgi/viewcontent.cgi?article=1011&context=cs_theses Computer Science Theses Digital Archive @ GSU Discrete cosine transform Modified discrete cosine transform Noise reduction Multi-resolution analysis Computer Sciences |
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Discrete cosine transform Modified discrete cosine transform Noise reduction Multi-resolution analysis Computer Sciences |
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Discrete cosine transform Modified discrete cosine transform Noise reduction Multi-resolution analysis Computer Sciences Abedi, Safdar Ali Syed Exploring Discrete Cosine Transform for Multi-resolution Analysis |
description |
Multi-resolution analysis has been a very popular technique in the recent years. Wavelets have been used extensively to perform multi resolution image expansion and analysis. DCT, however, has been used to compress image but not for multi resolution image analysis. This thesis is an attempt to explore the possibilities of using DCT for multi-resolution image analysis. Naive implementation of block DCT for multi-resolution expansion has many difficulties that lead to signal distortion. One of the main causes of distortion is the blocking artifacts that appear when reconstructing images transformed by DCT. The new algorithm is based on line DCT which eliminates the need for block processing. The line DCT is one dimensional array based on cascading the image rows and columns in one transform operation. Several images have been used to test the algorithm at various resolution levels. The reconstruction mean square error rate is used as an indication to the success of the method. The proposed algorithm has also been tested against the traditional block DCT. |
author |
Abedi, Safdar Ali Syed |
author_facet |
Abedi, Safdar Ali Syed |
author_sort |
Abedi, Safdar Ali Syed |
title |
Exploring Discrete Cosine Transform for Multi-resolution Analysis |
title_short |
Exploring Discrete Cosine Transform for Multi-resolution Analysis |
title_full |
Exploring Discrete Cosine Transform for Multi-resolution Analysis |
title_fullStr |
Exploring Discrete Cosine Transform for Multi-resolution Analysis |
title_full_unstemmed |
Exploring Discrete Cosine Transform for Multi-resolution Analysis |
title_sort |
exploring discrete cosine transform for multi-resolution analysis |
publisher |
Digital Archive @ GSU |
publishDate |
2005 |
url |
http://digitalarchive.gsu.edu/cs_theses/12 http://digitalarchive.gsu.edu/cgi/viewcontent.cgi?article=1011&context=cs_theses |
work_keys_str_mv |
AT abedisafdaralisyed exploringdiscretecosinetransformformultiresolutionanalysis |
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1716583965165355008 |