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Implementation of AdaBoost and face detection using AdaBoost.

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JFaceDetection

Implementation of AdaBoost and face detection using AdaBoost, written in Java.

Homework #1 of "Fundamentals of Machine Learning"(04802020) @ Peking University.

NOTICE: This project is mainly used to demonstrate the principle of face detection using AdaBoost, as well as good object-oriented design.

Class Diagram

class-diagram

Features

  • AdaBoost algorithm
  • Haar feature classifier
  • Integral image acceleration
  • Histogram equalization
  • XML serialization
  • etc.

Some Results

see more results under static folder.

References

[1] Viola P, Jones M J. Robust real-time face detection[J]. International journal of computer vision, 2004, 57(2): 137-154.

[2] 赵楠, 查红彬. 基于 Adaboost 算法的人脸检测 [D][J]. 北京: 北京大学物理学院视觉与听觉信息处理国家重点实验室, 2005.

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