Video stabilization with improved motion vector estimation | |
Ji, S.-J.; M. Zhu; Y.-M. Lei and H.-P. Hu | |
刊名 | Guangxue Jingmi Gongcheng/Optics and Precision Engineering
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2015 | |
卷号 | 23期号:5页码:1458-1465 |
英文摘要 | An improved motion vector estimation algorithm was proposed to remove effectively the inter frame jitter of the video sequences recorded by airborne imaging equipment and to realize the electronic image stability. The BRISK operator and the corresponding feature extraction model were introduced. Then, the BRISK operator was employed to extract and match the stable feature points of neighbor frames. By combining with the affine transformation motion model, the rough estimation of inter frame motion vectors was implemented. To improve the accuracy of motion vector estimation, the particle filter with the weighted least-square method was employed to solve the problem of the motion vector calculation inaccuracy caused by different depths of the feature points. Finally, the Kalman filter was used to separate the jitter components from the global motion vectors for compensating the video sequences frame by frame. The experimental result indicates that the inter-frame transformation fidelity (ITF) of video sequence has improved about 3 db, which verifies that the proposed stabilized algorithm removes inter-frame jitter of high frequency under complicated movement with fast speed, higher accuracy and stronger robustness. , 2015, Chinese Academy of Sciences. All right reserved. |
收录类别 | EI |
内容类型 | 期刊论文 |
源URL | [http://ir.ciomp.ac.cn/handle/181722/56042] ![]() |
专题 | 长春光学精密机械与物理研究所_中科院长春光机所知识产出 |
推荐引用方式 GB/T 7714 | Ji, S.-J.,M. Zhu,Y.-M. Lei and H.-P. Hu. Video stabilization with improved motion vector estimation[J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2015,23(5):1458-1465. |
APA | Ji, S.-J.,M. Zhu,&Y.-M. Lei and H.-P. Hu.(2015).Video stabilization with improved motion vector estimation.Guangxue Jingmi Gongcheng/Optics and Precision Engineering,23(5),1458-1465. |
MLA | Ji, S.-J.,et al."Video stabilization with improved motion vector estimation".Guangxue Jingmi Gongcheng/Optics and Precision Engineering 23.5(2015):1458-1465. |
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