Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Cognitive Computation
Published in: Cognitive Computation 4/2010

01-12-2010

Face Recognition with Quantum Associative Networks Using Overcomplete Gabor Wavelet

Authors: Nuo Wi Tay, Chu Kiong Loo, Mitja Peruš

Published in: Cognitive Computation | Issue 4/2010

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Gabor wavelet is considered the best mathematical descriptor for receptive fields in the striate cortex. Besides, 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 are emerged by sparseness-enforcing or infomax method. In this paper, we incorporate Gabor overcomplete representation into quantum holography for image recognition tasks, with suggestions in improvements through iterative method for reconstruction.
previous article Detection of Double MP3 Compression
next article Gaussian Shape Descriptor for Palmprint Authentication

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
Literature
1.
Bastiaans M. Gabor’s expansion of a signal into gaussian elementary signals. Proc IEEE. 1980;68:538–9.CrossRef
2.
Bell A, Sejnowski T. An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 1995;7:1129–59.CrossRefPubMed
3.
Bell A, Sejnowski T. The “independent components” of natural scenes are edge filters. Vision Res. 1997;37:3327–38.CrossRefPubMed
4.
Buser P, Imbert M. Vision. Cambridge, MA: MIT Press; 1992.
5.
Daugman J. Complete discrete 2-D gabor transforms by neural networks for image analysis and compression. IEEE Trans Acoust. 1988;36:1169–79.CrossRef
6.
Field DJ. Scale-invariance and self-similar ‘wavelet’ transforms: an analysis of natural scenes and mammalian visual systems. In: Wavelets, fractals and fourier transforms: new development and new applications. Oxford: Oxford University Press; 1993.
7.
Grossmann A, Kronland-Martinet R, Morlet J. Reading and understanding continuous wavelet transforms. In: Combes JM, Grossman A, Tchamitchian P, editors. Wavelets. Berlin: Springer; 1989. p. 2–20.
8.
Hubel D, Wiesel T. Receptive fields, binocular interaction, and functional architecture in the cat’s visual cortex. J Physiol (Lond). 1962;160:106–54.
9.
Jones J, Palmer L. An evaluation of the two-dimensional gabor filter model of simple receptive fields in cat striate cortex. J Neurophysiol. 1987;58:1233–58.PubMed
10.
Kyrki V, Kamarainen JK. Kälviäinen.: simple Gabor feature space for invariant object recognition. Pattern Recognit Lett. 2004;25:311–8.CrossRef
11.
Lee T. Image representation using 2D Gabor wavelets. IEEE Trans Pattern Anal Mach Intell. 1996;18(10):1–13.
12.
Linsker R. Self-organization in a perceptual network. Computer. 1988;21(3):105–17.CrossRef
13.
Marcelja S. Mathematical description of the responses of simple cortical cells. J Opt Soc Am. 1980;70:1297–300.CrossRefPubMed
14.
Okajima K. The Gabor function extracts the maximum information from input local signals. Neural Netw. 1998;11:435–9.CrossRefPubMed
15.
Olshausen B, Field D. Emergence of simple-cell receptive field properties by learning a sparse code for natural images. Nat Lett. 1996;381:607–9.CrossRef
16.
Olshausen B, Field D. Sparse coding with an overcomplete basis set: a strategy employed by V1? Vision Res. 1997;37:3311–25.CrossRefPubMed
17.
Palmer S. Vision science (photons to phenomenology). Cambridge, MA: MIT Press; 1999.
18.
Peruš M. A synthesis of the Pribram Holonomic theory of vision with quantum associative nets after pre-processing using ICA and other computational models. Int J Comput Anticipatory Syst. 2001;10:352–67.
19.
Peruš M. Multi-level synergetic computation in brain. Non-linear phenom. Complex Syst. 2001;4:157–93.
20.
Peruš M, Bischof H, Caulfield HJ, Loo CK. Quantum-implementable selective reconstruction of high-resolution images. Appl Opt. 2004;43(33):6134–8.CrossRefPubMed
21.
Peruš M, Bischof H, Loo CK. Bio-computational model of object-recognition: quantum Hebbian processing with neurally shaped Gabor wavelets. Biosystems. 2005;82:116–26.CrossRefPubMed
22.
Pollen D, Ronner S. Phase relationships between adjacent simple cells in the visual cortex. Science. 1981;212:1409–11.CrossRefPubMed
23.
Pribram KH. Brain and perception (holonomy and structure in figural processing). Hillsdale, NJ: Lawrence Erlbaum Associates; 1991.
Metadata
Title
Face Recognition with Quantum Associative Networks Using Overcomplete Gabor Wavelet
Authors
Nuo Wi Tay
Chu Kiong Loo
Mitja Peruš
Publication date
01-12-2010
Publisher
Springer-Verlag
Published in
Cognitive Computation / Issue 4/2010
Print ISSN: 1866-9956
Electronic ISSN: 1866-9964
DOI
https://doi.org/10.1007/s12559-010-9047-2

Other articles of this Issue 4/2010

Cognitive Computation 4/2010 Go to the issue

EditorialNotes

Special Issue Editorial: Advances in Computational Intelligence and Applications

OriginalPaper

Application of Model Based Diagnosis for Diagnosing Faults in the High-speed Maglev’s Traction Power Supply System

OriginalPaper

Detection of Double MP3 Compression

OriginalPaper

Where to Look Next? Combining Static and Dynamic Proto-objects in a TVA-based Model of Visual Attention

OriginalPaper

Gaussian Shape Descriptor for Palmprint Authentication

OriginalPaper

A Position Identification and Path Labelling Mechanism for a Neural Model of Visual Awareness

Premium Partner

    Image Credits