Title :
Digital Image Stabilization Based on Log-Polar Transform
Author :
Yuan, Fei ; Zhang, Hong ; Jia, Ruiming
Author_Institution :
BeiHang Univ., Beijing
Abstract :
In this paper we present a novel log-polar transform based digital image stabilization algorithm to estimate large global transformations among consecutive frames. In our proposed algorithm, multi- resolution log-polar transform techniques in spatial domain are introduced as an initial motion estimation module to estimate arbitrary rotations, arbitrary translations and moderate scale changes. Then, a gradient-based nonlinear least squares optimization module is used to achieve sub-pixel accuracy. The experimental results show that the proposed algorithm can stabilize 15 frames per second in 320 X 240 image sequences with large interframe motions on a 3.0-GHZ Pentium 4 machine.
Keywords :
gradient methods; image sequences; least squares approximations; motion estimation; nonlinear programming; stability; transforms; digital image stabilization; global transformation estimation; gradient-based nonlinear least squares optimization module; image sequences; motion estimation module; multiresolution log-polar transform algorithm; spatial domain; Digital images; Estimation error; Graphics; Image processing; Image sequences; Least squares methods; Motion compensation; Motion estimation; Multiresolution analysis; Spatial resolution;
Conference_Titel :
Image and Graphics, 2007. ICIG 2007. Fourth International Conference on
Conference_Location :
Sichuan
Print_ISBN :
0-7695-2929-1
DOI :
10.1109/ICIG.2007.150