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  4. Journal of Engineering Research and Education (JERE)
  5. On analysis of invariant characteristic for moment invariant techniques
 
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On analysis of invariant characteristic for moment invariant techniques

Journal
Journal of Engineering Research and Education (JERE)
ISSN
1823 - 2981
Date Issued
2006
Author(s)
Shahrul Nizam Yaakob
Universiti Malaysia Perlis
Puteh Saad
Universiti Malaysia Perlis
Mohd Faizal Jamlos
Handle (URI)
https://jere.unimap.edu.my/
https://hdl.handle.net/20.500.14170/2881
Abstract
In this paper a set of equation known as Invariant Error Computation (IEC) is introduced that is used to examine directly invariant performance properties of moment invariant techniques. The technique consists of a set of equations known as Total Percentage Min Absolute Error (TPMAE), Percentage Min Absolute Error 1 (PMAE1), Percentage Min Absolute Error 2 (PMAE2) and Percentage Absolute Error (PAE). These equations are utilized to measure the similarity between different feature vectors produced by the moment techniques studied. In order to evaluate the effectiveness of the IEC, we examine the invariant properties of three moment techniques; namely; Zernike Moment Invariat (ZMI), Legendre Moment Invariant (LMI), Krawtchouk Moment Invariant (KMI). It is found that Krawtchouk Moment Invariant (KMI) generated the lowest error value for the IEC when compared to ZMI and LMI. For instance PMAE1 for KMI is the lowest with 0.1%-0.5% of error while LMI 8%-25% and ZMI 8%-38% consecutively. Similarity with PMAE2 results, KMI error is between 0.001%-0.9% while for LMI and ZMI is 0.5%-40% and 0.3%-44%. We demonstrate the effectiveness of IEC in examining the invariant properties of the moment techniques.
Subjects
  • Geometric Moment Inva...

  • Zernike Moment Invari...

  • Legendre Moment Invar...

  • Krawtchouk Moment Inv...

  • Invariant Error Compu...

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On Analysis of Invariant Characteristic.pdf (409.66 KB)
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