3D Object Recognition Using Fuzzy Mathematical Modeling of 2D Images

被引:0
作者
Sheta, Alaa F. [1 ]
Baareh, Abdelkarim [2 ]
Ai-Batah, Mohammad [3 ]
机构
[1] WISE Univ, Dept Comp Sci, Amman 11947, Jordan
[2] Al Balqa Appl Univ, Dept Comp Sci, Ajlune Coll, Salt, Jordan
[3] Jadara Univ, Fac Sci & IT, Irbid, Jordan
来源
2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS) | 2012年
关键词
fuzzy logic; 3D object recognition; pattern recognition; features extraction; computer vision; MOMENT INVARIANTS; FEATURES; VISION; SYSTEM;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Recent research in the area of 3D object recognition claim that it is possible to recognize the objects based on 2D images. The recognition process depends on using set of features extracted from the collected images. In this paper, we captured 792 images for eleven 3D Polyhedral objects. A complete image processing stages were implemented. They include image acquisition, pre-processing, feature extraction and classification using a fuzzy mathematical model of the extracted features. The recognition results show that the proposed fuzzy system is significant for classifying the 3D objects with excellent performance.
引用
收藏
页码:278 / 283
页数:6
相关论文
共 30 条
[1]   A novel aggregate classification technique using moment invariants and cascaded multilayered perceptron network [J].
Al-Batah, Mohammad Subhi ;
Isa, Nor Ashidi Mat ;
Zamli, Kamal Zuhairi ;
Sani, Zamani Md ;
Azizli, Khairun Azizi .
INTERNATIONAL JOURNAL OF MINERAL PROCESSING, 2009, 92 (1-2) :92-102
[2]  
ATMOSUKARTO I, 2008, P 2008 JOINT IAPR IN, V5342, P267
[3]  
Babuska R., 1995, Proceedings of the Third European Control Conference. ECC 95, P1207
[4]  
Babuska R., 1998, P FUZZ IEEE 98 ANCH
[5]  
Babuska R., 1994, P IFAC S ART INT REA, P61
[6]   Orthogonal moment features for use with parametric and non-parametric classifiers [J].
Bailey, RR ;
Srinath, M .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (04) :389-399
[7]  
Bebis G, 1998, INTERNATIONAL SOCIETY FOR COMPUTERS AND THEIR APPLICATIONS 11TH INTERNATIONAL CONFERENCE ON COMPUTER APPLICATIONS IN INDUSTRY AND ENGINEERING, P13
[8]  
Cecconi F, 2006, PROCEEDINGS OF THE IASTED INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND APPLICATIONS, P216
[9]  
Chaddad A., 2011, Recent Advances in Applied and Biomedical Informatics and Computational Engineering in Systems Applications. Proceedings of the 11th WSEAS International Conference on Applied Informatics and Communications (AIC 2011). Proceedings of the 4th WSEAS International Conference on Biomedical Electronics and Biomedical Informatics (BEBI 2011). Proceedings of the International Conference on Environment, Economics, Energy, Devices, Systems, Communications, Computers, Pure and Applied Ma
[10]  
Darwis A. S., 2008, P ICEGOV 2008, P1