ORBi: Marée Raphaël - Biomedical image classification with random subwindows and decision trees

Reference : Biomedical image classification with random subwindows and decision trees


	Document type :	Scientific congresses and symposiums : Paper published in a book
	Discipline(s) :	Human health sciences : Multidisciplinary, general & others Engineering, computing & technology : Computer science
	To cite this reference:	http://hdl.handle.net/2268/654

Title :	Biomedical image classification with random subwindows and decision trees
Language :	English
Author, co-author :	Marée, Raphaël [Université de Liège - ULg > > GIGA-Management : Plateforme bioinformatique >]
	Geurts, Pierre [Université de Liège - ULg > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation >]
	Piater, Justus [Université de Liège - ULg > Electrical Engineering and Computer Science > INTELSIG >]
	Wehenkel, Louis [Université de Liège - ULg > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation >]
Publication date :	2005
Main document title :	Computer Vision for Biomedical Image Applications
Publisher :	Springer-Verlag Berlin
Collection and collection volume :	Lecture Notes in Computer Science 3765
Pages :	220-229
On invitation :	No
Audience :	International
ISBN :	978-3-540-29411-5
City :	Berlin
Event name :	Computer Vision for Biomedical Image Applications
Event place (city) :	Beijing
Event country :	China
Abstract :	[en] In this paper, we address a problem of biomedical image classification that involves the automatic classification of x-ray images in 57 predefined classes with large intra-class variability. To achieve that goal, we apply and slightly adapt a recent generic method for image classification based on ensemble of decision trees and random subwindows. We obtain classification results close to the state of the art on a publicly available database of 10000 x-ray images. We also provide some clues to interpret the classification of each image in terms of subwindow relevance.
Permalink :	http://hdl.handle.net/2268/654
DOI :	10.1007/11569541_23

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Open access	maree-iccv2005-biomedical.pdf	The original publication is available at www.springerlink.com.	Author postprint	335.25 kB	View/Open

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Open access	maree-poster-iccv2005-biomedical.pdf	Poster	-	284.81 kB	View/Open

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