2D Instantaneous Frequency-based Method for Motion Estimation using Total Variation

被引:0
作者
Murray, Victor [1 ,2 ]
Rodriguez, Paul [2 ,3 ]
Pattichis, Marios S. [2 ]
机构
[1] Univ Ingn & Tecnol, Dept Elect Engn, Lima 43, Peru
[2] Univ New Mexico, Dept Elect & Comp Engn, Albuquerque, NM 87131 USA
[3] Pontificia Univ Catolica Peru, Dept Elect Engn, Lima 32, Peru
来源
2014 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP) | 2014年
关键词
motion estimation; optical flow; amplitude-modulation frequency-modulation;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a first approach to a new method to compute the motion estimation in digital videos using the two-dimensional instantaneous frequency information computed using amplitude-modulation frequency-modulation (AMFM) methods. The optical flow vectors are computed using an iteratively reweighted norm for total variation (IRN-TV) algorithm. We compare the proposed method using synthetic videos versus a previous three-dimensional AM-FM based method and available motion estimation methods such as a phase-based, Horn-Schunck and the Lucas-Kanade methods. The results are promising producing a full density estimation with more accurate results than the other methods.
引用
收藏
页码:1009 / 1013
页数:5
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