Title :
Robust Fourier-Based Image Alignment with Gradient Complex Image
Author :
Su, Hong-Ren ; Lai, Shang-Hong ; Tsai, Ya-Hui
Author_Institution :
Dept. of Comput. Sci., Nat. Tsing Hua Univ., Hsinchu, Taiwan
Abstract :
The paper proposes a robust image alignment framework based on Fourier transform of a gradient complex image. The proposed Fourier-based algorithm can handle translation, rotation, and scaling, and it is robust against noise and non-uniform illumination. The proposed alignment algorithm is further extended to work under occlusion by partitioning the template and performing the Fourier-based alignment for all partitioned sub-templates in a voting framework. Our experiments show superior alignment results by using the proposed robust Fourier-based alignment over the previous related methods.
Keywords :
Fourier transforms; computer graphics; gradient methods; image registration; Fourier transform; Fourier-based algorithm; gradient complex image; occlusion; robust Fourier-based image alignment; Accuracy; Correlation; Fourier transforms; Image registration; Noise; Robustness; Fourier transform; gradient complex; image alignment;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.582