Tay, Nuo Wi and Loo, Chu Kiong and Perus, Mitja (2010) Application of gabor wavelet in Quantum Holography for image recognition. International Journal of Nanotechnology and Molecular Computation, 2 (1). pp. 44-61. ISSN 1941-6318, DOI https://doi.org/10.4018/jnmc.2010010104.
Full text not available from this repository.Abstract
Gabor wavelet is considered the best mathematical descriptor for receptive fields in the striate cortex. As a basis function, it is suitable to sparsely represent natural scenes due to its property in maximizing information. It is argued that Gabor-like receptive fields emerged by the sparseness-enforcing or infomax method, with sparseness-enforcing being more biologically plausible. This paper incorporates Gabor over-complete representation into Quantum Holography for image recognition tasks. Correlations are performed using sampled result from all frequencies as well as the optimum frequency. Correlation is also performed using only those points of least activity, which shows improvements in recognition. Analysis on the use of conjugation in reconstruction is provided. The authors also suggest improvements through iterative methods for reconstruction.
| Item Type: | Article |
|---|---|
| Funders: | UNSPECIFIED |
| Uncontrolled Keywords: | Gabor wavelet; image recognition |
| Subjects: | T Technology > T Technology (General) |
| Divisions: | Faculty of Computer Science & Information Technology > Department of Artificial Intelligence |
| Depositing User: | Miss Nur Jannatul Adnin Ahmad Shafawi |
| Date Deposited: | 21 Mar 2013 01:31 |
| Last Modified: | 20 Feb 2020 03:41 |
| URI: | http://eprints.um.edu.my/id/eprint/5193 |
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