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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/16286/2/AJ_MUHAMMAD%20KHUSAIRI%20OSMAN%20ESTEEM%2009.pdf
http://ir.uitm.edu.my/id/eprint/16286/
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id my.uitm.ir.16286
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spelling my.uitm.ir.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
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
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/16286/2/AJ_MUHAMMAD%20KHUSAIRI%20OSMAN%20ESTEEM%2009.pdf
http://ir.uitm.edu.my/id/eprint/16286/
_version_ 1685648780187140096
score 13.211869

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