Robust face recognition method based on SIFT features using Levenberg-Marquardt Backpropagation neural networks

2013 ◽  
Author(s):  
Gautam Narang ◽  
Soumya Singh ◽  
Arjun Narang
Keyword(s):  
Neural Networks ◽  
Face Recognition ◽  
Recognition Method ◽  
Backpropagation Neural Networks ◽  
Levenberg Marquardt ◽  
Sift Features ◽  
Robust Face Recognition

scholarly journals Illumination-robust face recognition based on deep convolutional neural networks architectures

2020 ◽  
Vol 18 (2) ◽  
pp. 1015
Author(s):  
Ridha Ilyas Bendjillali ◽  
Mohammed Beladgham ◽  
Khaled Merit ◽  
Abdelmalik Taleb-Ahmed
Keyword(s):  
Neural Networks ◽  
Face Recognition ◽  
Convolutional Neural Networks ◽  
Feature Learning ◽  
Histogram Equalization ◽  
Detection Algorithm ◽  
Deep Convolutional Neural Networks ◽  
Biometric Technology ◽  
Equalization Algorithm ◽  
Robust Face Recognition

<p><span>In the last decade, facial recognition techniques are considered the most important fields of research in biometric technology. In this research paper, we present a Face Recognition (FR) system divided into three steps: The Viola-Jones face detection algorithm, facial image enhancement using Modified Contrast Limited Adaptive Histogram Equalization algorithm (M-CLAHE), and feature learning for classification. For learning the features followed by classification we used VGG16, ResNet50 and Inception-v3 Convolutional Neural Networks (CNN) architectures for the proposed system. Our experimental work was performed on the Extended Yale B database and CMU PIE face database. Finally, the comparison with the other methods on both databases shows the robustness and effectiveness of the proposed approach. Where the Inception-v3 architecture has achieved a rate of 99, 44% and 99, 89% respectively.</span></p>

A face recognition method using artificial neural networks

2010 ◽  
Author(s):  
Mohammadnabi Omidvar ◽  
Mashaallah Abbasi Dezfouli ◽  
Amirmasoud Rahmani
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Face Recognition ◽  
Recognition Method ◽  
Artificial Neural
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