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Eye/eyes tracking based on a unified deformable template and particle filtering

机译:基于统一的可变形模板和粒子滤波的人眼跟踪

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摘要

This paper proposes a novel algorithm framework to solve the eye/eyes tracking problem. Two unified deformable templates are introduced for single eye tracking and double eyes tracking, respectively. Each deformable template can describe both open and closed eye states. Based on the templates the particle filtering framework is applied. A dynamic model considering both the geometrical transformations and state transitions of eye/eyes is given. Furthermore, a measurement model for contour tracking is also modified to adapt for eye/eyes tracking. The experimental results show that our approach can not only track the locations of eye/eyes accurately, but also obtain the eye contour parameters simultaneously.
机译:本文提出了一种新颖的算法框架来解决人眼跟踪问题。引入了两个统一的可变形模板,分别用于单眼跟踪和双眼跟踪。每个可变形模板都可以描述睁眼和闭眼状态。基于模板,可以应用粒子过滤框架。给出了同时考虑眼睛的几何变换和状态转变的动力学模型。此外,还修改了用于轮廓跟踪的测量模型以适应眼睛/眼睛跟踪。实验结果表明,我们的方法不仅可以准确地跟踪眼睛的位置,而且可以同时获取眼睛轮廓参数。

著录项

  • 来源
    《Pattern recognition letters》 |2010年第11期|P.1377-1387|共11页
  • 作者单位

    State Key Laboratory of Intelligent Technology and Systems, Department of Electronic Engineering, Tsinghua University, Beijing 100084, PR China;

    rnState Key Laboratory of Intelligent Technology and Systems, Department of Electronic Engineering, Tsinghua University, Beijing 100084, PR China;

    rnState Key Laboratory of Intelligent Technology and Systems, Department of Electronic Engineering, Tsinghua University, Beijing 100084, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    eye/eyes tracking; deformable template; particle filter; eye parameters capturing;

    机译:眼睛跟踪可变形模板颗粒过滤器眼参数捕捉;

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