کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1870668 1531001 2011 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A New Face Recognition Method Based on Fast Least Squares Support Vector Machine
موضوعات مرتبط
مهندسی و علوم پایه فیزیک و نجوم فیزیک و نجوم (عمومی)
پیش نمایش صفحه اول مقاله
A New Face Recognition Method Based on Fast Least Squares Support Vector Machine
چکیده انگلیسی

In this paper we propose a new method for face recognition by combining Independent Component Analysis(ICA) and Support Vector Machine(SVM). Firstly we extract face features by using Informax algorithm. We then implement face recognition using FLS-SVM algorithm. We compare classical method of Principal Component Analysis (PCA) and our new method using ORL face database. The experiment results show the performance of our method is significantly superior to that of PCA-based method. The recognition speed of our method is faster than that of classical SVM algorithms.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Physics Procedia - Volume 22, 2011, Pages 616-621