Title :
3D object recognition using fuzzy mathematical modeling of 2D images
Author :
Sheta, Alaa F. ; Baareh, Abdelkarim ; Al-Batah, M.
Author_Institution :
Comput. Sci. Dept., WISE Univ., Amman, Jordan
Abstract :
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.
Keywords :
feature extraction; fuzzy set theory; geometry; image classification; mathematical morphology; object recognition; 2D images; 3D object recognition; 3D polyhedral objects; complete image processing stages; feature extraction; fuzzy mathematical modeling; fuzzy system; image acquisition; image classification; image pre-processing; Biological system modeling; Cameras; Image recognition; Robots; Solid modeling; 3D object recognition; computer vision; features extraction; fuzzy logic; pattern recognition;
Conference_Titel :
Multimedia Computing and Systems (ICMCS), 2012 International Conference on
Conference_Location :
Tangier
Print_ISBN :
978-1-4673-1518-0
DOI :
10.1109/ICMCS.2012.6320118