DocumentCode
1623722
Title
An optimized derivative projection warping approach for moving platform video stabilization
Author
Shukla, Deepika ; Jha, Rakesh Kumar
Author_Institution
Electron. & Commun. Eng., Indian Inst. of Inf. Technol., Jabalpur, India
fYear
2013
Firstpage
1
Lastpage
4
Abstract
This paper presents an optimized and efficient video stabilization technique based on projection curve warping. In most of the recorded videos, the relative displacement between two consecutive frames goes from 3-4 pixel for hand-held and 25-30 for moving platform applications. Based on this experimental data, the use of Sakoe-Chiba band with fixed window size has been proposed for constraining distance matrix estimation, in the dynamic time warping algorithm. In the existing projection based stabilization techniques, intensity values are matched for motion estimation. Any change in the local intensity values either induced due to intensity variation, moving objects or scene variation, causes error in the estimated motion. To overcome this problem, a higher level feature i.e. shape of the projection curve has been incorporated by matching the local derivative of curve instead of the intensity values itself. Robustness and time efficiency of the proposed technique is measured in terms of interframe transformation fidelity and processing time respectively.
Keywords
dynamic programming; feature extraction; image matching; matrix algebra; motion estimation; Sakoe-Chiba band; distance matrix estimation; dynamic time warping algorithm; higher level feature; interframe transformation fidelity; motion estimation; moving platform video stabilization; optimized derivative projection curve warping; processing time; projection curve shape; Coplanar waveguides; Dynamics; Feature extraction; Motion estimation; Robustness; Shape; Vectors; ITF; Sakoe-Chiba band; dynamic time warping; motion estimation; video stabilization;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG), 2013 Fourth National Conference on
Conference_Location
Jodhpur
Print_ISBN
978-1-4799-1586-6
Type
conf
DOI
10.1109/NCVPRIPG.2013.6776218
Filename
6776218
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