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...

Full description

Bibliographic Details
Main Author: Abedi, Safdar Ali Syed
Format: Others
Published: Digital Archive @ GSU 2005
Subjects:
Online Access:http://digitalarchive.gsu.edu/cs_theses/12
http://digitalarchive.gsu.edu/cgi/viewcontent.cgi?article=1011&context=cs_theses
id ndltd-GEORGIA-oai-digitalarchive.gsu.edu-cs_theses-1011
record_format oai_dc
spelling 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
collection NDLTD
format Others
sources NDLTD
topic Discrete cosine transform
Modified discrete cosine transform
Noise reduction
Multi-resolution analysis
Computer Sciences
spellingShingle 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
_version_ 1716583965165355008