JOURNAL ARTICLE

Face Detection and Recognition in Color Images under Matlab

Deise Santana MaiaRoque Mendes Prado Trindade

Year: 2016 Journal:   International Journal of Signal Processing Image Processing and Pattern Recognition Vol: 9 (2)Pages: 13-24   Publisher: Science and Engineering Research Support Society

Abstract

In this paper we describe our implementation of algorithms for face detection and recognition in color images under Matlab. For face detection, we trained a feedforward neural network to perform skin segmentation, followed by the eyes detection, face alignment, lips detection and face delimitation. The eyes were detected by analyzing the chrominance and the angle between neighboring pixels and, then, the results were used to perform face alignment. The lips were detected based on the analysis of the Red color component intensity in the lower face region. Finally, the faces were delimited using the eyes and lips positions. The face recognition involved a classifier that used the standard deviation of the difference between color matrices of the faces to identify the input face. The algorithms were run on Faces 1999 dataset. The proposed method achieved 96.9%, 89% and 94% correct detection rate of face, eyes and lips, respectively. The correctness rate of the face recognition algorithm was 70.7%.

Keywords:
Artificial intelligence Computer science Face detection Chrominance Computer vision Face (sociological concept) Object-class detection Pattern recognition (psychology) Facial recognition system MATLAB Correctness Luminance Algorithm

Metrics

12
Cited By
0.84
FWCI (Field Weighted Citation Impact)
8
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Biometric Identification and Security
Physical Sciences →  Computer Science →  Signal Processing

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