Title :
A Novel approach to super resolution image reconstruction algorithm from low resolution panchromatic images
Author :
Rohith, G. ; Vasuki, A.
Author_Institution :
Dept. of Mechatron. Eng., Sri Krishna Coll. of Eng. & Technol., Coimbatore, India
Abstract :
A Novel super resolution reconstruction algorithm from several low resolution images is proposed in this paper. Conventional super resolution image reconstruction techniques degrade the fidelity of the original digital image by populating a smaller portion of the available range of digital values with low pixel density, introducing noise in the reconstruction. The proposed system applies two stage decomposition of Discrete Wavelet Transform and combines the non-redundant information contained in multiple low-resolution images with different sub pixel shifts to produce more precise detailed information delivering high pixel density to generate a high-resolution image. Experimental results demonstrate high quality recovery of the image with better quantitative measures.
Keywords :
discrete wavelet transforms; image reconstruction; image resolution; digital image; discrete wavelet transform decomposition; image recovery; low resolution panchromatic image; nonredundant information; pixel density; subpixel shift; super resolution image reconstruction algorithm; Discrete wavelet transforms; Distortion; Image reconstruction; Image resolution; Satellites; Signal resolution; Discrete Wavelet Transform; Image Reconstruction; PCA; Super Resolution;
Conference_Titel :
Signal Processing, Communication and Networking (ICSCN), 2015 3rd International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4673-6822-3
DOI :
10.1109/ICSCN.2015.7219842