Title :
Joint fractal-wavelet image denoising interpolation
Author :
Ghazel, Mohsen ; Vrscay, Edward R. ; Freeman, George H. ; Ward, Rabab K. ; Abugharbieh, Rafeef
Author_Institution :
Dept. of Electr. & Comput. Eng., British Columbia Univ.
Abstract :
In this paper, we propose a simple and effective fractal-wavelet simultaneous image denoising and interpolation scheme. The denoising is performed during the encoding process while the interpolation is performed during the decoding process. The fractal-based image denoising involves predicting the fractal code of the original noiseless image from the statistics of the noisy observation. This fractal code can then be used to generate a fractal-wavelet denoised estimate of the original image. The fractal-wavelet interpolation can be easily achieved during the decoding process by performing a suitable number of additional fractal-wavelet extrapolation steps. The cycle spinning algorithm can also be incorporated in the proposed fractal-wavelet joint denoising and resizing scheme in order to reduce some of the artifacts and enhance the visual quality of the denoised and resized estimates
Keywords :
extrapolation; image coding; image denoising; interpolation; wavelet transforms; cycle spinning algorithm; decoding process; encoding process; fractal-wavelet extrapolation; fractal-wavelet image denoising; fractal-wavelet image interpolation; noiseless image; resizing scheme; the fractal code; visual quality; Chromium; Fractals; Image denoising; Interpolation;
Conference_Titel :
Electrical and Computer Engineering, 2005. Canadian Conference on
Conference_Location :
Saskatoon, Sask.
Print_ISBN :
0-7803-8885-2
DOI :
10.1109/CCECE.2005.1557138