Biblioteca Digital do Instituto Politécnico de Bragança   Instituto Politécnico de Bragança

Biblioteca Digital do IPB >
Escola Superior de Tecnologia e Gestão >
Informática e Comunicações >
IC - Capítulos de Livros >

Please use this identifier to cite or link to this item: http://hdl.handle.net/10198/1445

Título: Segmentation and classification of leukocytes using neural networks: a generalization direction
Autor: Rodrigues, Pedro
Ferreira, Manuel
Monteiro, João
Palavras-chave: Leukocytes
Neural networks
PCNN
SVM
Issue Date: 2008
Editora: Springer
Citação: Speech, Audio, Image and Biomedical Signal Processing using Neural Networks. Berlin: Springer, 2008. p. 373-396. ISBN 978-3-540-75397-1
Relatório da Série N.º: Studies in Computational Intelligence;83
Resumo: In image digital processing, as in other fields, it is commonly difficult to simultaneously achieve a generalizing system and a specialistic system. The segmentation and classification of leukocytes is an application where this fact is evident. First an exclusively supervised approach to segmentation and classification of blood white cells images is shown. As this method produces some drawbacks related to the specialistic/generalized problems, another process formed by two neural networks is proposed. One is an unsupervised network and the other one is a supervised neural network. The goal is to achieve a better generalizing system while still doing well the role of a specialistic system. We will compare the performance of the two approaches.
URI: http://hdl.handle.net/10198/1445
ISBN: 978-3-540-75397-1
Appears in Collections:IC - Capítulos de Livros

Files in This Item:

File Description SizeFormat
Leucocytes.pdf425,79 kBAdobe PDFView/Open
Restrict Access. You can request a copy!

Statistics
FacebookTwitterDeliciousLinkedInDiggGoogle BookmarksMySpaceOrkut
Formato BibTex mendeley Endnote Logotipo do DeGóis 

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

 


  © Instituto Politécnico de Bragança - Biblioteca Digital - Feedback - Statistics
  Estamos no RCAAP Governo Português separator Ministério da Educação e Ciência   Fundação para a Ciência e a Tecnologia

Financiado por:

POS_C UE