Title :
Sub-Pixel Registration of Noisy Images
Author :
Grancharov, Volodya ; Kleijn, W. Bastiaan ; Georgiev, Alexander
Author_Institution :
Sound & Image Process. Lab., R. Inst. of Technol.
Abstract :
The accurate registration of images observed in additive noise is a challenging task. The noise increases the number of misregistered regions, and decreases the accuracy of sub-pixel registration. To address this problem, we propose an intensity-based algorithm that performs registration based only on regions that are least affected by noise. We select these regions with a signal-to-noise ratio estimate that is obtained from an initial, less-accurate registration. Our simulations demonstrate that the proposed noise-adaptive scheme significantly outperforms the conventional registration approach
Keywords :
image denoising; image registration; additive noise; intensity-based algorithm; misregistered regions; noise-adaptive scheme; noisy images; signal-to-noise ratio estimate; sub-pixel registration; Acoustic noise; Additive noise; Biochemistry; Biophysics; Computational modeling; Cost function; Image processing; Image registration; Optimized production technology; Signal to noise ratio;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
Print_ISBN :
1-4244-0469-X
DOI :
10.1109/ICASSP.2006.1660332