Improved Optical Flow Motion Estimation for Digital Image Stabilization

被引:0
|
作者
Lai, Lijun [1 ]
Xu, Zhiyong [1 ]
Zhang, Xuyao [1 ]
机构
[1] Chinese Acad Sci, Inst Opt & Elect, Chengdu 610209, Sichuan, Peoples R China
关键词
optical flow; pyramid; global motion estimation; affine transformation;
D O I
10.1117/12.2216083
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Optical flow is the instantaneous motion vector at each pixel in the image frame at a time instant. The gradient-based approach for optical flow computation can't work well when the video motion is too large. To alleviate such problem, we incorporate this algorithm into a pyramid multi-resolution coarse-to-fine search strategy. Using pyramid strategy to obtain multi-resolution images; Using iterative relationship from the highest level to the lowest level to obtain inter-frames' affine parameters; Subsequence frames compensate back to the first frame to obtain stabilized sequence. The experiment results demonstrate that the promoted method has good performance in global motion estimation
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页数:6
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