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A COMPARATIVE STUDY OF DCT AND DWT IMAGE COMPRESSION TECHNIQUES COMBINED WITH HUFFMAN CODING
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نویسنده
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maghari ashraf
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منبع
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jordanian journal of computers and information technology - 2019 - دوره : 5 - شماره : 2 - صفحه:73 -86
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چکیده
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Image compression techniques have been widely used to store and transmit data which requires storage space and high transfer speed. the explosive growth of high-quality photos leads to the requirement of efficient technique to store and exchange data over the internet. in this paper, we present a comparative study to compare between the discrete cosine transform (dct) and discrete wavelet transform (dwt) algorithms in combination with huffman algorithm; dct-h and dwt-h. the comparison is based on five factors: compression ratio (cr), mean square error (mse), peak signal-to-noise ratio (psnr), structural similarity index measure (ssim) and compression/decompression time. the experiments are conducted on five bmp gray-scale file images. we found out that dwt-h coding is comparable to dct-h coding in term of cr and outperforms dct-h in terms of mse, psnr and ssim. the cr average results of the five test images for dct-h and dwt-h are 2.36 and 3.17, respectively. moreover, dct-h has the average results of mse = 13.19, psnr = 37.15 and ssim = 0.76, while wdt-h has the average results of mse = 4.54, psnr = 42.5 and ssim = 0.85. on the other hand, dct-h outperforms dwt-h in term of execution time for compression and decompression. dct-h has an average compression time of 0.358s and an average decompression time of 0.122s, while wdt-h has 2.38s compression time and 2.13s decompression time.
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کلیدواژه
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Image compression ,DCT ,DWT ,Huffman coding ,PSNR ,SSIM
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آدرس
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islamic university of gaza, faculty of information technology, Palestine
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پست الکترونیکی
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amaghari@iugaza.edu.ps
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Authors
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