ICA based normalization of 3D objects

Şener, Sait and Ünel, Mustafa (2006) ICA based normalization of 3D objects. Multimedia content representation, classification and security (Lecture notes in computer science), 4105 . pp. 330-337. ISSN 0302-9743 (Print) 1611-3349 (Online)

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In this paper, we present a new 3D object normalization technique based on Independent Component Analysis (ICA). Translation and scale are eliminated by first using standard PCA whitening. ICA and the third order moments are then employed for rotation and reflection normalization. The performance of the proposed approach has been tested with range data subjected to noise and other uncertainties. Our method can be used either as a preprocessing for object modelling, or it can directly be used for 3D recognition.
Item Type: Article
Subjects: T Technology > TA Engineering (General). Civil engineering (General)
Divisions: Faculty of Engineering and Natural Sciences
Depositing User: Mustafa Ünel
Date Deposited: 05 Feb 2007 02:00
Last Modified: 17 Sep 2019 13:52
URI: https://research.sabanciuniv.edu/id/eprint/218

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