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An Image Steganalysis Algorithm Based on Rotation Forest Transformation and Multiple Classifiers Ensemble Read chapter Read first chapter

2018 | OriginalPaper | Chapter

Video Stabilization Algorithm Based on Kalman Filter and Homography Transformation

Authors : Cong Liu, Xiang Li, Minghu Wu

Published in: Advances in Internetworking, Data & Web Technologies

Publisher: Springer International Publishing

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Abstract

The camera systems are usually suffered from random jitter. In this paper, a new method based on Kalman filter and homography transformation is proposed to stabilize the unstable video. Firstly, the SURF (Speed-Up Robust Feature) point-feature matching algorithm is employed to find the corresponding matching points between two consecutive frames, and the bidirectional nearest neighbor distance ratio method is used to clear false matches. Secondly, motion estimation is computed by homography model and least square method. Then, Kalman filter are applied to separate the global and local motion. Finally, the unstable video frames is compensated by global motion vector. The experiment result shows that proposed method can effectively eliminate the random jitter.

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Metadata
Title
Video Stabilization Algorithm Based on Kalman Filter and Homography Transformation
Authors
Cong Liu
Xiang Li
Minghu Wu
Copyright Year
2018
Book
Advances in Internetworking, Data & Web Technologies

Print ISBN: 978-3-319-59462-0

Electronic ISBN: 978-3-319-59463-7

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-3-319-59463-7_31

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