A scale adaptive Kalman filter method based on quaternion correlation in object tracking

Jie Hu, Huaxiong Zhang, Jie Feng, Hai Huang, Hanjie Ma
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引用次数: 4

Abstract

We proposed a scale adaptive Kalman filter algorithm based on quaternion correlation of color image. Kalman filter is used to predict the object motion direction and define the searching window. In the searching window, the correlation of object and the image is calculated to get the accurate position of the object. Scale adaptive method is efficient to the situation of object size changing. Experiments results showed that the algorithm can detect the object correctly even the size of the object changed.
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基于四元数相关的目标跟踪尺度自适应卡尔曼滤波方法
提出了一种基于彩色图像四元数相关的尺度自适应卡尔曼滤波算法。利用卡尔曼滤波预测目标运动方向,定义搜索窗口。在搜索窗口中,计算目标与图像的相关性,得到目标的准确位置。尺度自适应方法对物体尺寸变化的情况是有效的。实验结果表明,即使物体的大小发生变化,该算法也能正确地检测出物体。
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