JOURNAL ARTICLE

Illumination invariant face recognition using MSVM

Anupa SinhaSnehlata Barde

Year: 2022 Journal:   AIP conference proceedings Vol: 2455 Pages: 040005-040005   Publisher: American Institute of Physics

Abstract

In Computer Science, Face Recognition is a challenging research field and face Recognition with variation in lighting condition is an even more challenging and difficult task. Numerous researches has been proposed on various face recognition methods, however, there have not been any successful research on illumination invariant face recognition. Here, we propose an illumination invariant face recognition system using mSVM with RBF Kernel. The first necessary step required is face detection which we achieve by using a widely known method name Viola Jones algorithm. To overcome illumination problem Median Filter and Gabor Filter is proposed to be combined at a pre-processing stage which reduce image noise and contrast images are adjusted so accuracy of face recognition is increased. We also proposed that PCA method may be used for extracting feature vectors which increase accuracy of the proposed face recognition model.

Keywords:
Artificial intelligence Facial recognition system Computer science Pattern recognition (psychology) Three-dimensional face recognition Computer vision Invariant (physics) Gabor filter Face detection Face (sociological concept) Feature extraction 3D single-object recognition Cognitive neuroscience of visual object recognition Mathematics

Metrics

4
Cited By
0.50
FWCI (Field Weighted Citation Impact)
11
Refs
0.61
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
Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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