کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
567370 | 876072 | 2006 | 14 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
A method of face recognition based on fuzzy clustering and parallel neural networks
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موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
پردازش سیگنال
پیش نمایش صفحه اول مقاله
![عکس صفحه اول مقاله: A method of face recognition based on fuzzy clustering and parallel neural networks A method of face recognition based on fuzzy clustering and parallel neural networks](/preview/png/567370.png)
چکیده انگلیسی
This paper presents a method for face recognition based on fuzzy clustering and parallel neural networks. Neural networks have been widely used in various fields. However, the computing efficiency decreases rapidly if the scale of the neural network (NN) increases. In this paper, a new method of face recognition based on the neuron-fuzzy system is proposed. In particular, the face patterns are divided into several small-scale parallel neural networks based on fuzzy clustering, and they are combined to obtain the recognition result. The proposed method achieves 98.71% recognition accuracy using 310 frontal face images and 98.06% recognition accuracy using 310 rotated face images corresponding to 31 individuals.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Signal Processing - Volume 86, Issue 8, August 2006, Pages 2026–2039
Journal: Signal Processing - Volume 86, Issue 8, August 2006, Pages 2026–2039
نویسندگان
Jianming Lu, Xue Yuan, Takashi Yahagi,