Title :
IMAGE Resolution Enhancement by Using Discrete and Stationary Wavelet Decomposition
Author :
Demirel, Hasan ; Anbarjafari, Gholamreza
Author_Institution :
Dept. of Electr. & Electron. Engi neering, Eastern Mediterranean Univ., Mersin, Turkey
fDate :
5/1/2011 12:00:00 AM
Abstract :
In this correspondence, the authors propose an image resolution enhancement technique based on interpolation of the high frequency subband images obtained by discrete wavelet transform (DWT) and the input image. The edges are enhanced by introducing an intermediate stage by using stationary wavelet transform (SWT). DWT is applied in order to decompose an input image into different subbands. Then the high frequency subbands as well as the input image are interpolated. The estimated high frequency subbands are being modified by using high frequency subband obtained through SWT. Then all these subbands are combined to generate a new high resolution image by using inverse DWT (IDWT). The quantitative and visual results are showing the superiority of the proposed technique over the conventional and state-of-art image resolution enhancement techniques.
Keywords :
discrete wavelet transforms; image enhancement; image resolution; DWT; SWT; discrete wavelet transform; discrete-stationary wavelet decomposition; edge enhancement; image resolution enhancement; stationary wavelet transform; Discrete wavelet transforms; Hidden Markov models; Image resolution; Interpolation; Strontium; Discrete wavelet transform; image super resolution; stationary wavelet transform; Algorithms; Image Enhancement; Image Processing, Computer-Assisted; Wavelet Analysis;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2010.2087767