Title :
A Dual Pass Video Stabilization System Using Iterative Motion Estimation and Adaptive Motion Smoothing
Author :
Pan, Pan ; Minagawa, Akihiro ; Sun, Jun ; Hotta, Yoshinobu ; Naoi, Satoshi
Author_Institution :
Fujitsu R&D Center Co., Ltd., Beijing, China
Abstract :
In this paper, we propose a novel dual pass video stabilization system using iterative motion estimation and adaptive motion smoothing. In the first pass, the transformation matrix to stabilize each frame is returned. The global motion estimation is carried out by a novel iterative method. The intentional motion is estimated using adaptive window smoothing. Before the beginning of the second pass, we obtain the optimal trim size for a specific video based on the statistics of the transformation parameters. In the second pass, the stabilized video is composed according to the optimal trim size. Experimental results show the superior performance of the proposed method in comparison to other existing methods.
Keywords :
iterative methods; motion estimation; video signal processing; adaptive motion smoothing; adaptive window smoothing; dual pass video stabilization system; global motion estimation; iterative method; optimal trim size; transformation matrix; Adaptive systems; Cameras; Estimation; Iterative methods; Motion estimation; Optimized production technology; Smoothing methods; dual pass; motion estimation; motion smoothing; video stabilization;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.562