Partial Clustering for Tissue Segmentation in MRI (2009)
AUTHORS:
Gonçalves Nicolau,
Nikkilä Janne
,
Vigário Ricardo
BOOKTITLE:
Proceedings of ICONIP 2008
VOLUME:
LNCS 5507
PAGES:
559-566
URL:
http://www.springerlink.com/content/233437505k3627x6/
INTERNALPDF:
internalpdf/Goncalves2009.pdf
@inproceedings{ Goncalves2009, author = {Gonçalves, Nicolau and Nikkil{\"a}, Janne and Vig{\'a}rio, Ricardo}, comment = {Mario K\"{o}ppen and Nikola Kasabov and George Coghill}, isbn = "978-3-642-03039-0", eventdetails = "15th International Conference on Neural Information Processing, {ICONIP 2008}, New Zealand, 25 November 2008 - 28 November 2008", abstract = "Magnetic resonance imaging (MRI) is a imaging and diagnostic tool widely used, with excellent spatial resolution, and efficient in distinguishing between soft tissues. Here, we present a method for semiautomatic identification of brain tissues in MRI, based on a combination of machine learning approaches. Our approach uses self-organising maps (SOMs) for voxel labelling, which are used to seed the discriminative clustering (DC) classification algorithm. This method reduces the intensive need for a specialist, and allows for a rather systematic follow-up of the evolution of brain lesions, or their treatment.", il = "yes", file = "Goncalves2009.pdf:Goncalves2009.pdf:PDF", year = "2009", owner = "ngoncalv", title = "Partial Clustering for Tissue Segmentation in {MRI}", booktitle = "Proceedings of ICONIP 2008", juforank = "1", unitcode = "T306-100", impactfactor = "A4", timestamp = "2009.05.28", volume = "LNCS 5507", internalpdf = "Goncalves2009.pdf", kay = "C", pages = "559-566", responsibleauthor = "Gon\c{c}alves, Nicolau", doi = "10.1007/978-3-642-03040-6", language = "eng", keyword = "Computer Science", url = "http://www.springerlink.com/content/233437505k3627x6/", flags = "public airc" }