DocumentCode :
2028072
Title :
Image Resolution Enhancement using Inter-Subband Correlation in Wavelet Domain
Author :
Piao, Yinji ; Shin, Ll-Hong ; Park, HyunWook
Author_Institution :
Korea Adv. Inst. of Sci. & Technol., Daejeon
Volume :
1
fYear :
2007
fDate :
Sept. 16 2007-Oct. 19 2007
Abstract :
Wavelet-based resolution enhancement methods improve the image resolution by estimating the high-frequency band information. In this paper, we propose a new resolution enhancement method using inter-subband correlation in which the sampling phase in DWT is considered. Interpolation filters are designed by analyzing correlations between subbands having different sampling phases in the lower level, and applied to the correlated subbands in the higher level. The filters are estimated under the assumption that correlations between two subbands in the higher level are similar to that in the lower level in DWT. The experimental results show that our proposed method outperforms the conventional interpolation methods including the other wavelet-based methods with respect to peak signal-to-noise-ratio (PSNR) as well as the subjective quality.
Keywords :
correlation methods; discrete wavelet transforms; filtering theory; image enhancement; image resolution; image sampling; interpolation; DWT; high-frequency band information; image resolution enhancement; inter-subband correlation; interpolation filters; peak signal-to-noise-ratio; sampling phase; wavelet domain analysis; wavelet transforms; wavelet-based method; Decoding; Discrete wavelet transforms; Filter bank; Frequency estimation; Hidden Markov models; Image resolution; Image sampling; Interpolation; Wavelet domain; Wavelet transforms; Image enhancement; Image resolution; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2007. ICIP 2007. IEEE International Conference on
Conference_Location :
San Antonio, TX
ISSN :
1522-4880
Print_ISBN :
978-1-4244-1437-6
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2007.4378987
Filename :
4378987
Link To Document :
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