Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. An SVM Confidence-Based Approach to Medical Image Annotation
 
conference paper

An SVM Confidence-Based Approach to Medical Image Annotation

Tommasi, Tatiana  
•
Orabona, Francesco
•
Caputo, Barbara  
Peters, Carol
•
Giampiccolo, Danilo
Show more
2008
CLEF 2008: Evaluating Systems for Multilingual and Multimodal Information Access
Evaluating Systems for Multilingual and Multimodal Information Access -- 9th Workshop of the Cross-Language Evaluation Forum

This paper presents the algorithms and results of the “idiap” team participation to the ImageCLEFmed annotation task in 2008. On the basis of our successful experience in 2007 we decided to integrate two different local structural and textural descriptors. Cues are com- bined through concatenation of feature vectors and through the Multi- Cue Kernel. The challenge this year was to annotate images coming mainly from classes with only few training examples. We tackled the problem on two fronts: (1) we introduced a further integration strategy using SVM as an opinion maker; (2) we enriched the poorly populated classes adding virtual examples. We submitted several runs considering different combinations of the proposed techniques. The run jointly using the feature concatenation, the confidence-based opinion fusion and the virtual examples ranked first among all submissions.

  • Files
  • Details
  • Metrics
Loading...
Thumbnail Image
Name

Tommasi_IMAGECLEF_2008.pdf

Access type

openaccess

Size

170 KB

Format

Adobe PDF

Checksum (MD5)

f0d915a835ef87ef9548e16b3006beb5

Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés