人脸识别算法的比较研究

Sanmoy Paul, S. Acharya
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引用次数: 3

摘要

人脸识别技术最早是在安防系统中用于人脸识别和比对的,它远远优于生物识别和虹膜识别,该技术已在虹膜识别、图像检测等领域得到了应用。最近,这些方法在其他研究领域得到了探索,并已成为一种商业识别和营销工具。介绍了人脸识别的不同算法,并对其识别精度进行了比较。通过Haar Cascades算法对人脸进行检测,并将该算法保存到数据库中,之后,本研究将比较著名算法Eigen人脸与PCA、SVM、KNN、CNN的人脸识别准确率。结果显示,在我们使用的三种算法中,CNN的准确率最高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Comparative Study on Facial Recognition Algorithms
Facial recognition methods were first explored in security systems to identify and compare human faces and is far superior compared to biometric and iris recognition, this technique has been implemented in iris recognition, image detection etc. Recently these methods have been explored in other fields of study and have become a commercial identification and marketing tool. This paper describes the different algorithms of facial recognition and compared their recognition accuracies. The face is detected through Haar Cascades algorithm which is saved into a database, after that, the study intended to compare facial recognition accuracy of the well-known algorithms Eigen faces with PCA, SVM, KNN, and CNN. The results showed out of the three algorithms we used CNN yielded the maximum accuracy.
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