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文件名称：基于Matlab直方图Histogram的人脸识别程序-Processed histogram based Face Recognition.part1.rar
文件大小：1006KB
文件格式：RAR
更新时间：2022-09-02 04:59:58
matlab
基于Matlab直方图Histogram的人脸识别程序-Processed histogram based Face Recognition.part1.rar
基于Matlab 直方图Histogram的人脸识别程序
因为数据库图片太大，所以分成几个压缩文件。
Face recognition 原理介绍：
matlab12.jpg
Recognizing objects from large image databases, histogram based methods have proved simplicity and usefulness in last decade. Initially, this idea was based on color histograms that were launched by swain [1]. This algorithm presents the first part of our proposed technique named as “Histogram processed Face Recognition” [2]
For training, grayscale images with 256 gray levels are used. Firstly, frequency of every gray-level is computed and stored in vectors for further processing. Secondly, mean of consecutive nine frequencies from the stored vectors is calculated and are stored in another vectors for later use in testing phase.
This mean vector is used for calculating the absolute differences among the mean of trained images and the test image. Finally the minimum difference found identifies the matched class with test image.
Recognition accuracy is of 99.75%
[1] M. J. Swain and D. H. Ballard, “Indexing via color histogram”,
In Proceedings of third international conference on Computer Vision , pages 390–393, Osaka, Japan, 1990.
[2] Fazl-e-Basit, Younus Javed and Usman Qayyum, "Face Recognition using processed histogram and phase only correlation ",
3rd IEEE International Conference on Emerging Technology
pp. 238-242