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A novel approach to the application of higher order neural networks to image classification / by Fivos Hatsivasiliou and Kenneth L. Sala, Communications Systems Research Antennas and Integrated Electronics.Co24-3/7-96-005E-PDF

"The applicability of higher order neural networks to the classification of low resolution imagery is investigated. A novel boundary detection and encoding methodology is developed in order to significantly reduce the large number of third order interconnection weights which must be found during the training stage of the neural network. The higher order neural classifier can be trained by presenting only one sample image per class and so enables rapid network learning with a minimal requirement for training data. An extensive, MatLab compatible toolbox developed specifically to implement this approach is described and documented along with the algorithms employed in the image boundary detection and encoding process"--Abstract, page iii.

Permanent link to this Catalogue record:
publications.gc.ca/pub?id=9.892986&sl=0

Publication information
Department/Agency
  • Canada. Industry Canada, issuing body.
  • Communications Research Centre (Canada), issuing body.
TitleA novel approach to the application of higher order neural networks to image classification / by Fivos Hatsivasiliou and Kenneth L. Sala, Communications Systems Research Antennas and Integrated Electronics.
Series title
  • CRC report ; no. 96-005
Publication typeMonograph - View Master Record
Language[English]
FormatDigital text
Electronic document
Note(s)
  • Digitized edition from print [produced by Innovation, Science and Economic Development Canada].
  • "The work described in this document was sponsored by the Department of National Defence under Task 1410-233."
  • Includes bibliographical references (pages REF1-REF-5).
  • Includes abstract in French.
Publishing information
  • Ottawa : Communication Research Centre, Industry Canada, May 1996.
Author / Contributor
  • Hatsivasiliou, Fivos, author.
Description1 online resource (1 volume (various pagings)) : illustrations, graphs.
Catalogue number
  • Co24-3/7-96-005E-PDF
Subject terms
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