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.<\/p>","DOI":"10.4018\/jnmc.2010010104","type":"journal-article","created":{"date-parts":[[2010,4,19]],"date-time":"2010-04-19T22:52:29Z","timestamp":1271717549000},"page":"44-61","source":"Crossref","is-referenced-by-count":1,"title":["Application of Gabor Wavelet in Quantum Holography for Image Recognition"],"prefix":"10.4018","volume":"2","author":[{"given":"Nuo Wi","family":"Tay","sequence":"first","affiliation":[{"name":"Multimedia University, Malaysia"}]},{"given":"Chu Kiong","family":"Loo","sequence":"additional","affiliation":[{"name":"Multimedia University, Malaysia"}]},{"given":"Mitja","family":"Perus","sequence":"additional","affiliation":[{"name":"University of Ljubljana, Slovenia"}]}],"member":"2432","reference":[{"key":"jnmc.2010010104-0","doi-asserted-by":"publisher","DOI":"10.1109\/PROC.1980.11686"},{"key":"jnmc.2010010104-1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1995.7.6.1129"},{"key":"jnmc.2010010104-2","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(97)00121-1"},{"key":"jnmc.2010010104-3","author":"P.Buser","year":"1992","journal-title":"Vision"},{"key":"jnmc.2010010104-4","doi-asserted-by":"publisher","DOI":"10.1109\/29.1644"},{"key":"jnmc.2010010104-5","article-title":"Scale-invariance and self-similar \u2018wavelet\u2019 transforms: an analysis of natural scenes and mammalian visual systems","author":"D. J.Field","year":"1993","journal-title":"Wavelets, Fractals and Fourier Transforms: New Development and New Applications"},{"key":"jnmc.2010010104-6","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1007\/978-3-642-97177-8_1","article-title":"Reading and understanding continuous wavelet transforms","author":"A.Grossmann","year":"1989","journal-title":"Wavelets"},{"key":"jnmc.2010010104-7","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1113\/jphysiol.1962.sp006837","article-title":"Receptive fields, binocular interaction, and functional architecture in the cat\u2019s visual cortex.","volume":"160","author":"D.Hubel","year":"1962","journal-title":"The Journal of Physiology"},{"key":"jnmc.2010010104-8","doi-asserted-by":"crossref","first-page":"1233","DOI":"10.1152\/jn.1987.58.6.1233","article-title":"An evaluation of the two-dimensional Gabor filter model of simple receptive fields in cat striate cortex.","volume":"58","author":"J.Jones","year":"1987","journal-title":"J. Neurophysical"},{"key":"jnmc.2010010104-9","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2003.10.008"},{"issue":"10","key":"jnmc.2010010104-10","first-page":"1","article-title":"Image representation using 2D Gabor wavelets.","volume":"18","author":"T.Lee","year":"1996","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"jnmc.2010010104-11","doi-asserted-by":"publisher","DOI":"10.1109\/2.36"},{"key":"jnmc.2010010104-12","doi-asserted-by":"publisher","DOI":"10.1364\/JOSA.70.001297"},{"key":"jnmc.2010010104-13","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(98)00008-2"},{"key":"jnmc.2010010104-14","doi-asserted-by":"publisher","DOI":"10.1038\/381607a0"},{"key":"jnmc.2010010104-15","doi-asserted-by":"publisher","DOI":"10.1016\/S0042-6989(97)00169-7"},{"key":"jnmc.2010010104-16","author":"S.Palmer","year":"1999","journal-title":"Vision Science (Photons to Phenomenology)"},{"key":"jnmc.2010010104-17","first-page":"1001","article-title":"Neural networks as a basis for quantum associative networks.","volume":"10","author":"M.Peru\u0161","year":"2000","journal-title":"Neural Network World"},{"key":"jnmc.2010010104-18","first-page":"352","article-title":"A synthesis of the Pribram Holonomic Theory of vision with Quantum Associative Nets after pre-processing using ICA and other computational models.","volume":"10","author":"M.Peru\u0161","year":"2001","journal-title":"International Journal of Computing Anticipatory Systems"},{"key":"jnmc.2010010104-19","first-page":"157","article-title":"Multi-level synergetic computation in brain. Non-linear Phenom.","volume":"4","author":"M.Peru\u0161","year":"2001","journal-title":"Complex Syst."},{"key":"jnmc.2010010104-20","doi-asserted-by":"publisher","DOI":"10.1364\/AO.43.006134"},{"key":"jnmc.2010010104-21","doi-asserted-by":"publisher","DOI":"10.1023\/B:OPSY.0000047571.17774.8d"},{"key":"jnmc.2010010104-22","doi-asserted-by":"publisher","DOI":"10.1016\/j.biosystems.2005.06.004"},{"key":"jnmc.2010010104-23","doi-asserted-by":"publisher","DOI":"10.1126\/science.7233231"},{"key":"jnmc.2010010104-24","author":"K. H.Pribram","year":"1991","journal-title":"Brain and perception (Holonomy and structure in figural processing)"},{"key":"jnmc.2010010104-25","doi-asserted-by":"crossref","unstructured":"Pribram, K. H., & Carlton, E. H. (1986). Holonomic brain theory in imaging and object perception. Acta Psychologica, 63, 175-210. Nuo Wi Tay (Noel) receives his Bachelor Degree in Electronics Engineering in 2008 from Multi-Media University (MMU) Malaysia. Currently he is holding the post as an assistant lecturer in MMU and doing his Master\u2019s Degree under the supervision of Assoc. Prof. Dr. Loo Chu Kiong.","DOI":"10.1016\/0001-6918(86)90062-4"}],"container-title":["International Journal of Nanotechnology and Molecular Computation"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=43062","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,2]],"date-time":"2022-06-02T01:25:31Z","timestamp":1654133131000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/jnmc.2010010104"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2010,1,1]]},"references-count":26,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2010,1]]}},"URL":"https:\/\/doi.org\/10.4018\/jnmc.2010010104","relation":{},"ISSN":["1941-6318","1941-6326"],"issn-type":[{"value":"1941-6318","type":"print"},{"value":"1941-6326","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,1,1]]}}}