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Real-Time Nose Detection and Tracking Based on AdaBoost and Optical Flow Algorithms

机译:基于AdaBoost和光流算法的实时鼻子检测与跟踪

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摘要

In this paper we present a fast and robust nose detection and tracking application which runs on a consumer-grade computer with video input from an inexpensive Universal Serial Bus camera. Nose detection is based on the AdaBoost algorithm with Haar-like features. A detailed study was developed to select the positive and negative training samples and the parameters of the detector. Pyramidal Lucas-Kanade optical flow tracking algorithm is applied to the nostrils from a previous nose detection in a frame of a video sequence. Tracking takes 2 ms and is robust to different face positions, backgrounds and illumination. The nose detection and tracking application can be used alone or integrated in a hand-free vision-based Human-Computer Interface.
机译:在本文中,我们介绍了一种快速而强大的鼻子检测和跟踪应用程序,该应用程序可在消费级计算机上运行,​​并具有来自廉价通用串行总线相机的视频输入。鼻子检测基于具有Haar功能的AdaBoost算法。进行了详细的研究,以选择正训练样本和负训练样本以及检测器的参数。金字塔形Lucas-Kanade光流跟踪算法应用于视频序列帧中先前鼻子检测中的鼻孔。跟踪需要2毫秒,并且对于不同的脸部位置,背景和照明都很稳定。鼻子检测和跟踪应用程序可以单独使用,也可以集成在基于免提视觉的人机界面中。

著录项

  • 来源
  • 会议地点 Burgos(ES);Burgos(ES)
  • 作者单位

    Department of Signal Theory, Communications and Telematics Engineering, Telecommunications Engineering School, University of Valladolid, Valladolid, Spain;

    Department of Signal Theory, Communications and Telematics Engineering, Telecommunications Engineering School, University of Valladolid, Valladolid, Spain;

    Department of Signal Theory, Communications and Telematics Engineering, Telecommunications Engineering School, University of Valladolid, Valladolid, Spain;

    Department of Signal Theory, Communications and Telematics Engineering, Telecommunications Engineering School, University of Valladolid, Valladolid, Spain;

    Department of Signal Theory, Communications and Telematics Engineering, Telecommunications Engineering School, University of Valladolid, Valladolid, Spain;

    Department of Signal Theo;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算机网络;
  • 关键词

    nose detection and tracking; AdaBoost; pyramidal lucas-kanade optical flow;

    机译:鼻子检测和跟踪; AdaBoost;金字塔状卢卡斯-卡纳德光学流;

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