Title :
Image Super-resolution Using Registration of Wavelet Multi-scale Components with Affine Transformation
Author :
Matsuo, Yoshikazu ; Takada, Ryoki ; Iwasaki, Shoichi ; Katto, Jiro
Author_Institution :
Dept. of Comput. Sci. & Eng., Waseda Univ., Tokyo, Japan
Abstract :
We propose a novel image super-resolution method from digital cinema to 8K ultra high-definition television using registration of wavelet multi-scale components with affine transformation. The proposed method features that an original image is divided into signal and noise components by the wavelet soft-shrinkage with detection of white noise level. The signal component enhances resolution by registration between a signal component and its wavelet multi-scale components with affine transformation and parameters optimization. The affine transformation enhances super-resolution image quality because it increases registration candidates. The noise component enhances resolution with power control considering cinema noise representation. Super-resolution image outputs by synthesis of super-resolved signal and noise components. Experiments show that the proposed method has objectively better PSNR measurement and subjectively better appearance in comparison with conventional super-resolution methods.
Keywords :
affine transforms; image registration; image representation; image resolution; wavelet transforms; PSNR measurement; affine transformation; cinema noise representation; digital cinema; image super-resolution method; noise component; parameters optimization; power control; registration candidates; signal component; super-resolution image outputs; super-resolution image quality; ultra high-definition television; wavelet multiscale components registration; wavelet soft-shrinkage; white noise level; Motion pictures; Signal resolution; Spatial resolution; Wavelet transforms; White noise; Affine transformation; Digital cinema; Image super-resolution; Registration; Ultra high-definition television;
Conference_Titel :
Multimedia (ISM), 2013 IEEE International Symposium on
Conference_Location :
Anaheim, CA
Print_ISBN :
978-0-7695-5140-1
DOI :
10.1109/ISM.2013.53