DocumentCode :
617745
Title :
Image demosaicing by an improved alternating projections algorithm based on dual-tree complex wavelet transform
Author :
Nazzal, M. ; Ozkaramanli, H.
Author_Institution :
Electr. & Electron. Eng. Dept., Eastern Mediterranean Univ., Mersin, Turkey
fYear :
2013
fDate :
9-11 May 2013
Firstpage :
312
Lastpage :
317
Abstract :
Most digital cameras acquire image information as an incomplete down-sampled representation of the three basic color components, such that one color value is sampled per pixel location. Image demosaicing is the process of retrieving the missing two color components in each pixel. Demosaicing by alternating projections (AP) is one of the most successful demosaicing approaches. The contribution of this paper is developing enhancements to the existing AP algorithm by proposing the dual tree complex wavelet transform as a framework for the algorithm, strengthened with wavelet-based denoising to achieve better color channel reconstruction. The proposed enhancements result in an average 0.27 dB PSNR improvement as tested over the Kodak Photo CD set. Visual experimentations also verify this PSNR raise. The enhanced AP algorithm is also shown to perform comparably to the leading demosaicing techniques.
Keywords :
cameras; image colour analysis; image reconstruction; image representation; image segmentation; trees (mathematics); wavelet transforms; AP algorithm; Kodak Photo CD set; PSNR improvement; PSNR raise; alternating projections algorithm; color channel reconstruction; color components retrieval; demosaicing approaches; demosaicing techniques; digital cameras; down-sampled representation; dual tree complex wavelet transform; dual-tree complex wavelet transform; image demosaicing; image information; visual experimentations; wavelet-based denoising; Discrete wavelet transforms; Hafnium; Image color analysis; Image edge detection; Image reconstruction; Noise reduction; Bayer pattern; Demosaicing; alternating projections; dual-tree complex wavelet; wavelet denoising;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Technological Advances in Electrical, Electronics and Computer Engineering (TAEECE), 2013 International Conference on
Conference_Location :
Konya
Print_ISBN :
978-1-4673-5612-1
Type :
conf
DOI :
10.1109/TAEECE.2013.6557292
Filename :
6557292
Link To Document :
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