Color Objects Recognition System based on Artificial Neural Network with Zernike, Hu & Geodesic Descriptors

被引:0
|
作者
Bencharef, O. [1 ]
Fakir, M. [1 ]
Minaoui, B. [1 ]
Hajraoui, A. [2 ,3 ]
Oujaoura, M. [2 ,3 ]
机构
[1] Moulay Slimane Univ, FST Beni Mellal, Dept Comp Sci, TIT Team, Beni Mellal, Morocco
[2] Moulay Slimane Univ, Dept Comp Sci, TIT team, Beni Mellal, Morocco
[3] Moulay Slimane Univ, AREF Beni Mellal, Beni Mellal, Morocco
关键词
component; Neural Network; Zernike moments; Hu moments; Geodesic descriptors; 3D object recognition and Coil-100 Data Base;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we propose a hybrid approach based on neural networks and the combination of the classic Hu & Zernike moments joined with Geodesic descriptors. To be able to keep the maximum amount of information that are given by the color of the image, we have calculated Zernike & Hu for each color level. On the other side, geodesic descriptors are applied directly to binary images, and so we can have more information about the general shape of the object. The extracted vectors are put together to form a unique input data to the Neural network. The experimental results showed that the recognition rate of the ANN shape recognition based on the combination of Hu, Zernike & Geodesic descriptors results are noticeably improved. It is also important to note the robustness of the proposed system against the existence of noise, the luminance change, and geometric distortion.
引用
收藏
页码:338 / 343
页数:6
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