Browsing by Author "Alaisawi, Salem Khalifa Mohamed"
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Item COMPARISON OF FACE RECOGNITION METHODS(2017-01-07) Alaisawi, Salem Khalifa Mohamed; Şengül, GökhanMany studies and researches were conducted in the field of face recognition in order to get the best accuracy to attain and provide superior results. However, these studies achieved disparate results in terms of performance and accuracy, thus making it necessary to conduct studies that compare face recognition algorithms and emerge with results that demonstrate which of these algorithms give the best results. This study aims to compare three face recognition method, namely Principle Component Analysis (PCA), Speeded Up Robust Features (SURF), and Gray-Level Co-occurrence Matrix (GLCM). This comparison was tested on four images databases ORL, YALE, FEI, and FERET. The experimental results of this study showed that PCA outperformed the other two methods SURF and GLCM when tested on ORL, YALE, FEI, and FERET databases. The results of GLCM were less accurate and showed low performance as compared to the rest.