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基于窗口的 Surf 目标跟踪

倪郁东 王晨

安徽大学学报(自然科学版)Issue(4):27-32,6.
安徽大学学报(自然科学版)Issue(4):27-32,6.DOI:10.3969/j.issn.1000-2162.2014.04.005

基于窗口的 Surf 目标跟踪

Fast Surf object tracking based on window

倪郁东 1王晨2

作者信息

  • 1. 合肥工业大学 数学学院,安徽 合肥 230009
  • 2. 合肥工业大学 电气工程与自动化学院,安徽 合肥 230009
  • 折叠

摘要

Abstract

In order to solve the problem that the performance of Sift was not high in real-time, fast Surf object tracking based on window was proposed in this paper. Compared with Sift, Surf had a more improvement in computational efficiency. Further more, in order to improve the efficiency, the Surf features were extracted from local window that only contains the tracking object. Through utilizing the relative information among feature points and the affine transform, the size and position of the tracking window could be calculated. Finally, kalman filter was used to smooth information about the size and location. Experimental results showed that the proposed method could adapt to changes of scale and orientation of the tracking object when improving the computational efficiency.

关键词

Sift/Surf/Kalman 滤波器/窗口/目标跟踪

Key words

Sift/Surf/Kalman filter/window/tracking object

分类

信息技术与安全科学

引用本文复制引用

倪郁东,王晨..基于窗口的 Surf 目标跟踪[J].安徽大学学报(自然科学版),2014,(4):27-32,6.

基金项目

国家自然科学基金资助项目(60835001) (60835001)

安徽大学学报(自然科学版)

OA北大核心CSTPCD

1000-2162

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