JOURNAL ARTICLE

Face Gender Recognition Using Multi Layer Perceptron with OTSU Segmentation

Abstract

Face Gender recognition has been a swiftly enhancing and interesting area which is of high challenge and significance in real-time applications of image processing. There are lot of open opportunities in person identification such as posture, clothing, hair, voice and gait; but none are as compelling as face recognition. Face gender recognition is significantly an efficient cognitive process and there is definitely a need of robust methods for efficient categorization of male and female subjects. In the paper here, OTSU segmentation has been applied for the feature extraction on subset of 780 images from Faces 94 dataset and Multi Layer Perceptron (MLP) network is further employed to investigate the local minima and global maxima of Face Gender Recognition accuracy with multiple considered hidden layers. The experimentation has resulted in getting higher face gender recognition accuracy as 99.658% with fifteen hidden layers of MLP.

Keywords:
Artificial intelligence Computer science Pattern recognition (psychology) Facial recognition system Face (sociological concept) Feature extraction Segmentation Perceptron Three-dimensional face recognition Multilayer perceptron Categorization Feature (linguistics) Computer vision Image segmentation Artificial neural network Face detection

Metrics

18
Cited By
1.44
FWCI (Field Weighted Citation Impact)
21
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Face recognition and analysis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Gait Recognition and Analysis
Physical Sciences →  Engineering →  Biomedical Engineering

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