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Data Model
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Image Coding
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Wavelet Transform
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Wavelet Image Compression Method Combined with the GPCA
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Wavelet Image Compression Method Combined with the GPCA
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Indrit Enesi
,
Elma Zanaj
In the most common standard coding of the image, coder has greater complexity than the decoder, usually 5-10 times higher. In
wireless sensor
networks is the opposite, the coder implemented in a battery feed device has very limited resources, while decoder is typically implemented in a powerful computer. The paper focuses on a combination of wavelet technique with algebraic GPCA method, realizing an improvement of traditional wavelet, providing a suitable compression of multimedial information, without reducing its quality. Simulations in MATLAB, provide satisfactory compression levels. The proposed method, unlike other existing methods, takes into account the multi-modal data structure, except correlation in 1 D and 2 D, it takes in consideration also the correlation between color channels. The method gives a significant improvement in the PSNR values that reach an average of 15% compared with classic wavelet compression.
Conference:
Network-Based Information Systems - NBiS
, pp. 559-564, 2011
DOI:
10.1109/NBiS.2011.92
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References
(9)
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