Title :
A faster image registration algorithm
Author :
Liu, Haifeng ; Xiao, Chuangbai ; Deng, Mike ; Tang, Zhifei
Author_Institution :
Coll. of Comput. Sci. & Technol., Beijing Univ. of Technol., Beijing, China
Abstract :
Image registration is of prime importance for image mosaic. It is the process of geometrically aligning one image to another image of the same scene taken from different time, from different viewpoints or by different sensors. In general, image registration needs a lot of time. This paper reduces the computation time from two aspects. For coarse matching, the paper combines normalized cross correlation (NCC) matching and sequential similarity detection algorithm (SSDA) to reduce unnecessary computation. For precise matching, by introducing an outlier constraint, the paper terminates computation early by comparing outliers. By adopting these improvements there may be a saving of computation time of about 92.57% and 8.17% respectively.
Keywords :
image matching; image registration; image segmentation; coarse matching; image mosaic; image registration algorithm; normalized cross correlation matching; outlier constraint; sequential similarity detection algorithm; Correlation; Detection algorithms; Feature extraction; Image edge detection; Image registration; Pixel; Transforms; corner detection; image registration; normalized cross correlation (NCC); random sample consensus (RANSAC); sequential similarity detection algorithm (SSDA);
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
DOI :
10.1109/CISP.2010.5647234