کنفرانس بین المللی فناوری اطلاعات و دانش

English

صفحه اصلی / دوازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش

Face Recognition Based on Local Statistical Features and Artificial Neural Network

نویسندگان :

Mehdi Moghimi¹ Hadi Grailu²

1- دانشگاه صنعتی شاهرود 2- دانشگاه صنعتی شاهرود

کلمات کلیدی :

face recognition, ORL database, neural network, statistical features

چکیده :

In this paper a face recognition method based on image segmentation, statistical features, and neural network is proposed which is composed of three main steps of (1) preprocessing, (2) extraction of statistical features including mean, standard deviation, skewness, and kurtosis, and (3) classification using a perceptron neural network with one hidden layer. The proposed method benefits the advantage of simplicity in implementation. In addition, the simulation results show that the proposed method could achieve the recognition accuracy of 99.8% which outperforms the competitive methods of principal component analysis (PCA), k-nearest neighbors, local binary pattern, support vector machine (SVM) combined with the PCA, and convolutional neural network.

لیست مقالات

لیست مقالات بایگانی شده

Sustainability analysis and improvement of model driven engineering and model transformation languages

Kevin Lano - Shekoufeh Kolahdouz Rahimi

LuckyAgent2022: A Stop-Learning Multi-Armed Bandit Automated Negotiating Agent

Arash Ebrahimnezhad - Faria Nassiri-Mofakham

Distributed coordination protocol for event data exchange in IoT monitoring applications

Behnam Khazael - Hadi Tabatabaee Malazi

Similarity Measures in Medical Image Registration: A Review Article

Zohre Mohammadi - Dr Mohammad Reza Keyvanpour

An integrated approach for estimating software cost estimation using Adaptive Neuro-Fuzzy Inference System and the Grey Wolf Optimization algorithm

Maryam Karimi - Taghi Javdani Gandomani - Mahdi Mosleh

Vi-Net: A Deep Violent Flow Network for Violence Detection in Video Sequences

Tahereh Zarrat Ehsan - Seyed Mehdi Mohtavipour

Cryptanalysis of two password authenticated key exchange schemes

Mohammad Ali Poorafsahi - Hamid Mala

شکل‌دهی سه بعدی پرتو و بهبود نرخ امن در شبکه‌های مخابراتی بی‌سیم-توان‎‌داده‌شده مبتنی بر صفحات بازتابی هوشمند

کوثر انصاری - دکتر مهدی مجیدی

Knowledge gap extraction based on the learner click behavior in interaction with videos using the association rule algorithm

Yosra Bahrani - Omid Fatemi

Architectural Insights: Comparing Weight Stationary and Output Stationary Systolic Arrays for Efficient Computation

Mahdi Kalbasi

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.2