Classification and Recognition of 3D Image of Charlier moments using a Multilayer Perceptron Architecture

被引:25
作者
Amakdouf, Hicham [1 ]
El Mallahi, Mostafa [1 ]
Zouhri, Amal [1 ]
Tahiri, Ahmed [2 ]
Qjidaa, Hassan [1 ]
机构
[1] Sidi Mohamed Ben Abdellah Univ, Fac Sci Dhar el Mahraz, Fes, Morocco
[2] Sidi Mohamed Ben Abdellah Univ, Lab Comp Sci & Interdisciplinary Phys, ENS, Fes, Morocco
来源
PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS2017) | 2018年 / 127卷
关键词
Charlier moments; Classification and Recognition of 3D Image; Multilayer Perceptron Architecture;
D O I
10.1016/j.procs.2018.01.118
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a new method for classification and Recognition of 3D Image Charlier moments using a Multilayer Perceptron architecture. The Multilayer Perceptron is an artificial neural network to evaluate the efficient structure in the nonlinear systems. However, the determination of its architecture and weights is a fundamental issue due to their direct impact on the network convergence and performance. The robustness of the proposed approach have provided under many transforms. The experimental results show that our approaches are more robust than 3D Tchebichef moments (c) 2018 The Authors. Published by Elsevier B.V.
引用
收藏
页码:226 / 235
页数:10
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