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单词 Eigenfaces
释义

Eigenfaces

中文百科

特征脸 Eigenface

(重定向自Eigenfaces)
来自 AT&T Laboratories 剑桥

特征脸(Eigenface)是指用于机器视觉领域中的人脸识别问题的一组特征矢量。使用特征脸进行人脸识别的方法首先由Sirovich and Kirby (1987)提出,并由Matthew Turk和Alex Pentland用于人脸分类。该方法被认为是第一种有效的人脸识别方法。这些特征矢量是从高维矢量空间的人脸图像的协方差矩阵计算而来。

英语百科

Eigenface 特征脸

(重定向自Eigenfaces)
Some eigenfaces from AT&T Laboratories Cambridge

Eigenfaces is the name given to a set of eigenvectors when they are used in the computer vision problem of human face recognition. The approach of using eigenfaces for recognition was developed by Sirovich and Kirby (1987) and used by Matthew Turk and Alex Pentland in face classification. The eigenvectors are derived from the covariance matrix of the probability distribution over the high-dimensional vector space of face images. The eigenfaces themselves form a basis set of all images used to construct the covariance matrix. This produces dimension reduction by allowing the smaller set of basis images to represent the original training images. Classification can be achieved by comparing how faces are represented by the basis set.

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更新时间:2025/6/22 19:27:32