Lucas-kanade without iterative warping

被引:7
|
作者
Rav-Acha, Alex [1 ]
Peleg, Shinuel [1 ]
机构
[1] Hebrew Univ Jerusalem, Sch Engn & Comp Sci, IL-91904 Jerusalem, Israel
关键词
motion analysis; video stabilization; image alignment; direct methods;
D O I
10.1109/ICIP.2006.312747
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many methods for motion computation and object tracking are based on the Lucas-Kanade (LK) framework [1]. We present a method which substantially speeds up the LK approach while preserving its accuracy. This acceleration is obtained by avoiding the iterative image warping, inherent to the LK framework. A three-fold speedup is observed on standard image alignment tasks. Our second contribution focuses on adopting a multi-frame approach in order to increase alignment accuracy and robustness. By utilizing the acceleration procedure, the complexity of this multi-frame alignment becomes comparable to that of the two-frame approach.
引用
收藏
页码:1097 / +
页数:2
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