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Computer Engineering ›› 2006, Vol. 32 ›› Issue (11): 222-224.

• Artificial Intelligence and Recognition Technology • Previous Articles     Next Articles

An Algorithm of Fast Face Detection in Video Based on AdaBoost

DENG Yafeng, SU Guangda, FU Bo   

  1. Department of Electronic Engineering, Tsinghua University, Beijing 100084
  • Online:2006-06-05 Published:2006-06-05

一种基于 AdaBoost 的快速动态人脸检测算法

邓亚峰,苏光大,傅 博   

  1. 清华大学电子工程系,北京 100084

Abstract: A fast face detection algorithm in video integrated with tracking is designed. It uses a cascade-structured face detector trained with AdaBoost to detect face. Integrated with a linear face tracker, searching region and rescaling levels of the detector are reduced, and thus detection speed is accelerated. It also designs a classifier training method integrated with AdaBoost, bootstrapping and weight-trimming, which can be easily used in object detection.

Key words: Face detection; Face tracking; Face recognition

摘要: 提出了一种结合人脸检测和跟踪的快速动态人脸检测算法。在层次型AdaBoost 检测算法的基础上,结合提出的一种基于线性预测的人脸跟踪算法来缩小搜索空间,使得检测速度提高到24ms/帧。还设计了一种结合层次型AdaBoost 算法、负样本反馈方式和利用权值缩减训练时间的检测器训练方法,可以方便地应用于物体检测技术上。

关键词: 人脸检测;人脸跟踪;人脸识别