This paper describes the last round of the medical image annotation task in ImageCLEF 2009. After four years, we defined the task as a survey of all the past experience. Seven groups participated to the challenge submitting nineteen runs. They were asked to train their algorithms on 12677 images, labelled according to four different settings, and to classify 1733 images in the four annotation frameworks. The aim is to understand how each strategy answers to the increasing number of classes and to the unbalancing. A plain classification scheme using support vector machines and local descriptors outperformed the other methods.

Overview of the CLEF 2009 medical image annotation track / TOMMASI, TATIANA; CAPUTO, BARBARA; Welter, Petra; Güld, Mark Oliver; Deserno, Thomas M.. - 6242:(2010), pp. 85-93. (Intervento presentato al convegno 10th Workshop of the Cross-Language Evaluation Forum, CLEF 2009 tenutosi a Corfu; Greece) [10.1007/978-3-642-15751-6_9].

Overview of the CLEF 2009 medical image annotation track

TOMMASI, TATIANA;CAPUTO, BARBARA;
2010

Abstract

This paper describes the last round of the medical image annotation task in ImageCLEF 2009. After four years, we defined the task as a survey of all the past experience. Seven groups participated to the challenge submitting nineteen runs. They were asked to train their algorithms on 12677 images, labelled according to four different settings, and to classify 1733 images in the four annotation frameworks. The aim is to understand how each strategy answers to the increasing number of classes and to the unbalancing. A plain classification scheme using support vector machines and local descriptors outperformed the other methods.
2010
10th Workshop of the Cross-Language Evaluation Forum, CLEF 2009
Computer Science (all); Theoretical Computer Science
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Overview of the CLEF 2009 medical image annotation track / TOMMASI, TATIANA; CAPUTO, BARBARA; Welter, Petra; Güld, Mark Oliver; Deserno, Thomas M.. - 6242:(2010), pp. 85-93. (Intervento presentato al convegno 10th Workshop of the Cross-Language Evaluation Forum, CLEF 2009 tenutosi a Corfu; Greece) [10.1007/978-3-642-15751-6_9].
File allegati a questo prodotto
File Dimensione Formato  
Tommasi_CLEF_2010.pdf

accesso aperto

Tipologia: Documento in Post-print (versione successiva alla peer review e accettata per la pubblicazione)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 418.55 kB
Formato Adobe PDF
418.55 kB Adobe PDF

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/924120
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 29
  • ???jsp.display-item.citation.isi??? 14
social impact