3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]

This paper addresses a performance analysis of Affine Moment Invariants for 3D object recognition. Affine Moment Invariants are commonly used as shape feature for 2D object or pattern recognition. However, this study proves that with some adaptation to multiple views technique, Affine Moment Invaria...

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Main Author:	Osman, Muhammad Khusairi
Format:	Article
Language:	English
Published:	Universiti Teknologi MARA, Pulau Pinang & Pusat Penerbitan Universiti (UPENA) 2009
Subjects:	Fuzzy logic
Online Access:	http://ir.uitm.edu.my/id/eprint/16286/ http://ir.uitm.edu.my/id/eprint/16286/2/AJ_MUHAMMAD%20KHUSAIRI%20OSMAN%20ESTEEM%2009.pdf

id	uitm-16286
recordtype	eprints
spelling	uitm-162862019-11-29T02:59:48Z http://ir.uitm.edu.my/id/eprint/16286/ 3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.] Osman, Muhammad Khusairi Fuzzy logic This paper addresses a performance analysis of Affine Moment Invariants for 3D object recognition. Affine Moment Invariants are commonly used as shape feature for 2D object or pattern recognition. However, this study proves that with some adaptation to multiple views technique, Affine Moment Invariants are sufficient to model 3D objects. In addition, the simplicity of moments calculation reduces the processing time for feature extraction, hence increases the system efficiency. In the recognition stage, this study used a neuro-fuzzy classifier called Multiple Adaptive Network based Fuzzy Inference System (MANFIS) for matching and classification. The proposed method was tested using two groups of object; polyhedral and free-form objects. The experimental results show that Affine Moment Invariants combined with MANFIS network attain the best performance in both recognitions, polyhedral and free-form objects Universiti Teknologi MARA, Pulau Pinang & Pusat Penerbitan Universiti (UPENA) 2009 Article PeerReviewed text en http://ir.uitm.edu.my/id/eprint/16286/2/AJ_MUHAMMAD%20KHUSAIRI%20OSMAN%20ESTEEM%2009.pdf Osman, Muhammad Khusairi (2009) 3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]. Esteem Academic Journal, 5 (1). pp. 37-51. ISSN 1675-7939
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Teknologi MARA
building	UiTM Institutional Repository
collection	Online Access
language	English
topic	Fuzzy logic
spellingShingle	Fuzzy logic Osman, Muhammad Khusairi 3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]
description	This paper addresses a performance analysis of Affine Moment Invariants for 3D object recognition. Affine Moment Invariants are commonly used as shape feature for 2D object or pattern recognition. However, this study proves that with some adaptation to multiple views technique, Affine Moment Invariants are sufficient to model 3D objects. In addition, the simplicity of moments calculation reduces the processing time for feature extraction, hence increases the system efficiency. In the recognition stage, this study used a neuro-fuzzy classifier called Multiple Adaptive Network based Fuzzy Inference System (MANFIS) for matching and classification. The proposed method was tested using two groups of object; polyhedral and free-form objects. The experimental results show that Affine Moment Invariants combined with MANFIS network attain the best performance in both recognitions, polyhedral and free-form objects
format	Article
author	Osman, Muhammad Khusairi
author_facet	Osman, Muhammad Khusairi
author_sort	Osman, Muhammad Khusairi
title	3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]
title_short	3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]
title_full	3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]
title_fullStr	3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]
title_full_unstemmed	3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]
title_sort	3d object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / muhammad khusairi osman … [et al.]
publisher	Universiti Teknologi MARA, Pulau Pinang & Pusat Penerbitan Universiti (UPENA)
publishDate	2009
url	http://ir.uitm.edu.my/id/eprint/16286/ http://ir.uitm.edu.my/id/eprint/16286/2/AJ_MUHAMMAD%20KHUSAIRI%20OSMAN%20ESTEEM%2009.pdf
first_indexed	2023-09-18T22:55:44Z
last_indexed	2023-09-18T22:55:44Z
_version_	1777417840617324544

3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]

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