JOURNAL ARTICLE

Face recognition from profiles using morphological operations

Abstract

A novel method for face recognition using profile images based on the representation of the original and morphological derived profile shapes is presented in this paper. The goal of our approach is to use information from profile outline that bounds the face and the hair. A grey-level profile image is thresholded to produce a binary image, representing the face region. After normalising the area and orientation of this shape using basic morphological operations, dilation and erosion, we simulate hair growth and haircut and produce two new profile silhouettes. From this three profile shape feature vectors are obtained using distances between outline curve points and shape centroid. After normalising the vector components, the Euclidean distance measure is used for measuring the similarity of the feature vectors derived from different profiles. Experiments were performed on profile images of thirty persons. Experimental results including recognition rates are presented and discussed.

Keywords:
Artificial intelligence Centroid Pattern recognition (psychology) Dilation (metric space) Face (sociological concept) Facial recognition system Computer vision Computer science Feature (linguistics) Euclidean distance Feature extraction Similarity (geometry) Mathematical morphology Feature vector Shape analysis (program analysis) Chain code Mathematics Orientation (vector space) Image (mathematics) Image processing Geometry

Metrics

15
Cited By
0.79
FWCI (Field Weighted Citation Impact)
16
Refs
0.71
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Face and Expression Recognition
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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