JOURNAL ARTICLE

Face recognition with DWT and Two-dimensional Principal Component Analysis

Abstract

In this paper, we propose a method for recognizing face images by combining wavelet decomposition and two-dimensional principal component analysis (2DPCA). The first stage uses the wavelet decomposition that extracts intrinsic features of face images. In wavelet multi-resolution decomposition of images, an image is split into approximation and details in horizontal, vertical, and diagonal directions. The second stage of the method concerns the application of the 2DPCA method to the approximation image. The discriminative features in the corner are use to classify the face image. The experiment results show that the proposed method is more effective than several representative wavelet.

Keywords:
Artificial intelligence Principal component analysis Pattern recognition (psychology) Wavelet Discriminative model Face (sociological concept) Computer science Facial recognition system Diagonal Computer vision Discrete wavelet transform Feature extraction Wavelet packet decomposition Wavelet transform Image (mathematics) Decomposition Image resolution Feature (linguistics) Mathematics

Metrics

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Cited By
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FWCI (Field Weighted Citation Impact)
7
Refs
0.20
Citation Normalized Percentile
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Topics

Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Processing Techniques and Applications
Physical Sciences →  Engineering →  Media Technology
Remote Sensing and Land Use
Physical Sciences →  Earth and Planetary Sciences →  Atmospheric Science

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