Paper published in a book (Scientific congresses and symposiums)
Biomedical image classification with random subwindows and decision trees
Marée, Raphaël; Geurts, Pierre; Piater, Justus et al.
2005In Computer Vision for Biomedical Image Applications
Peer reviewed
 

Files


Full Text
maree-iccv2005-biomedical.pdf
Author postprint (343.29 kB)
The original publication is available at www.springerlink.com.
Download
Annexes
maree-poster-iccv2005-biomedical.pdf
Publisher postprint (291.65 kB)
Poster
Download

All documents in ORBi are protected by a user license.

Send to



Details



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.
Disciplines :
Computer science
Human health sciences: Multidisciplinary, general & others
Author, co-author :
Marée, Raphaël  ;  Université de Liège - ULiège > GIGA-Management : Plateforme bioinformatique
Geurts, Pierre  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Piater, Justus ;  Université de Liège - ULiège > Electrical Engineering and Computer Science > INTELSIG
Wehenkel, Louis  ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Systèmes et modélisation
Language :
English
Title :
Biomedical image classification with random subwindows and decision trees
Publication date :
2005
Event name :
Computer Vision for Biomedical Image Applications
Event place :
Beijing, China
Audience :
International
Main work title :
Computer Vision for Biomedical Image Applications
Publisher :
Springer-Verlag Berlin, Berlin, Germany
ISBN/EAN :
978-3-540-29411-5
Collection name :
Lecture Notes in Computer Science 3765
Pages :
220-229
Peer reviewed :
Peer reviewed
Available on ORBi :
since 07 October 2008

Statistics


Number of views
176 (31 by ULiège)
Number of downloads
594 (19 by ULiège)

Scopus citations®
 
22
Scopus citations®
without self-citations
20
OpenCitations
 
18
OpenAlex citations
 
29

Bibliography


Similar publications



Contact ORBi