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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Paper Title
INVESTIGATION OF IMAGE COMPRESSION USING DIMENSIONALITY REDUCTION TECHNIQUES
Authors
Dr. H S Prasantha
Keywords
Singular Value Decomposition, compression ratio, Principal Component Analysis, Independent Component Analysis, block size, image compression
Abstract
Image compression aims at reducing the number of bits required to represent an image by removing the spatial and spectral redundancies as much as possible. The focus of the research work is only on still image compression. The lossy compression methods which give higher compression ratio are considered in the research work. The paper discusses the image compression using different Dimensionality reduction techniques such as SVD (Singular value Decomposition), PCA (Principal Component Analysis), ICA (Independent Component Analysis) on various images of any type and resolution.. The proposed work investigates the use of different Dimensionality reduction techniques to achieve compression. The comparison of different methods are done using different comparison parameters such as MSE, PSNR and Compression Ratio.
IJCRT's Publication Details
Unique Identification Number - IJCRT2008255
Paper ID - 198027
Page Number(s) - 2349-2355
Pubished in - Volume 8 | Issue 8 | August 2020
DOI (Digital Object Identifier) - http://doi.one/10.1729/Journal.24286
Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
Dr. H S Prasantha, "INVESTIGATION OF IMAGE COMPRESSION USING DIMENSIONALITY REDUCTION TECHNIQUES", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.8, Issue 8, pp.2349-2355, August 2020, Available at :http://www.ijcrt.org/papers/IJCRT2008255.pdf
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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