Full-frame Video Stabilization via SIFT Feature Matching

被引:8
|
作者
Chen, Yu-Hsi [1 ]
Lin, Hsueh-Yi Sean [1 ]
Su, Chih-Wen [2 ]
机构
[1] Lunghwa Univ Sci & Technol, Dept Comp Informat & Network Engn, Guishan 33306, Taoyuan County, Taiwan
[2] Chung Yuan Christian Univ, Dept Informat & Comp Engn, Chungli 32023, Taiwan
关键词
video analysis; video stabilization; scale-invarant feature matching; motion inpainting;
D O I
10.1109/IIH-MSP.2014.96
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Removal of visually unpleasant motion from videos is an important video enhancement technology. We present a feature-based approach for video stabilization that produces stabilized videos, while preserving the original resolution. To characterize the global/camera motion, SIFT features are extracted and carefully chosen to define the homography of 2D perspective warp between two consecutive frames. To remove high-frequency components from the original motion path, the time-domain filter is applied to generate the motion-compensated version of transformation associated with each frame. Then, a missing pixel is filled in by the average of the warped pixels. The experimental results have shown that the proposed method is effective in full-frame video stabilization.
引用
收藏
页码:361 / 364
页数:4
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