A neural network based integrated image processing environment for object recognition in medical applications

	This Article
	Subscribers, please Login Purchase article: $19 PDF IEEE Xplore Subscribers RSS feed
	Share
	Email this Article to a friend
	Bibliographic References
	ASCII Text BibTex RefWorks Procite/RefMan/Endnote
	Add to:
	Digg Furl Spurl Blink Simpy Google Del.icio.us Y!MyWeb
	Search
	Similar Articles Articles by J.A. Ware Articles by I. Ciuca

10th IEEE Symposium on Computer-Based Medical Systems (CBMS'97)

Maribor, SLOVENIA

March 11-March 13

ISBN: 0-8186-7928-X

	ASCII Text	x
	J.A. Ware, I. Ciuca, "A neural network based integrated image processing environment for object recognition in medical applications," Computer-Based Medical Systems, IEEE Symposium on, pp. 149, 10th IEEE Symposium on Computer-Based Medical Systems (CBMS'97), 1997.

	BibTex	x
	@article{ 10.1109/CBMS.1997.596425, author = {J.A. Ware and I. Ciuca}, title = {A neural network based integrated image processing environment for object recognition in medical applications}, journal ={Computer-Based Medical Systems, IEEE Symposium on}, volume = {0}, year = {1997}, issn = {1063-7125}, pages = {149}, doi = {http://doi.ieeecomputersociety.org/10.1109/CBMS.1997.596425}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Computer-Based Medical Systems, IEEE Symposium on TI - A neural network based integrated image processing environment for object recognition in medical applications SN - 1063-7125 SP EP A1 - J.A. Ware, A1 - I. Ciuca, PY - 1997 KW - medical image processing; neural network based integrated image processing environment; object recognition; medical applications; object classification; Windows-based image processing environment; multiple-document interface; menu driven image processing environment; object parameter extraction; translation; rotation; scale transformations; object clustering; mapping neural networks; input sensitivity analysis; extracted feature measurements; irrelevant feature removal; generalisation; analysed image VL - 0 JA - Computer-Based Medical Systems, IEEE Symposium on ER -

J.A. Ware, Glamorgan Univ., UK

I. Ciuca, Glamorgan Univ., UK

DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/CBMS.1997.596425

The paper outlines an integrated image processing environment that uses neural networks for object recognition and classification. The image processing environment which is Windows based, encapsulates a multiple-document interface (MDI) and is menu driven. Object (shape) parameter extraction is focused on features that are invariant in terms of translation, rotation and scale transformations. The neural network models incorporated into the environment allow both clustering and classification of objects from the analysed image. Mapping neural networks perform input sensitivity analysis on the extracted feature measurements and thus facilitates the removal of irrelevant features and improvements in the degree of generalisation.

Index Terms:

medical image processing; neural network based integrated image processing environment; object recognition; medical applications; object classification; Windows-based image processing environment; multiple-document interface; menu driven image processing environment; object parameter extraction; translation; rotation; scale transformations; object clustering; mapping neural networks; input sensitivity analysis; extracted feature measurements; irrelevant feature removal; generalisation; analysed image

Citation:

J.A. Ware, I. Ciuca, "A neural network based integrated image processing environment for object recognition in medical applications," cbms, pp.149, 10th IEEE Symposium on Computer-Based Medical Systems (CBMS'97), 1997

Peer Review Notice | Give Us Feedback

Usage of this product signifies your acceptance of the Terms of Use.