Content-based medical image retrieval with metric learning via rank correlation
Publication
, Conference
Huang, W; Chan, KL; Li, H; Lim, JH; Liu, J; Wong, TY
Published in: Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics
October 25, 2010
A novel content-based medical image retrieval method with metric learning via rank correlation is proposed in this paper. A new rank correlation measure is proposed to learn a metric encoding the pairwise similarity between images via direct optimization. Our method has been evaluated with a large population-based dataset composed of 5000 slit-lamp images with different nuclear cataract severities. Experimental results and statistical analysis demonstrate the superiority of our method over several popular metric learning methods in content-based slit-lamp image retrieval. © 2010 Springer-Verlag Berlin Heidelberg.
Duke Scholars
Published In
Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics
DOI
EISSN
1611-3349
ISSN
0302-9743
Publication Date
October 25, 2010
Volume
6357 LNCS
Start / End Page
18 / 25
Related Subject Headings
- Artificial Intelligence & Image Processing
- 46 Information and computing sciences
Citation
APA
Chicago
ICMJE
MLA
NLM
Huang, W., Chan, K. L., Li, H., Lim, J. H., Liu, J., & Wong, T. Y. (2010). Content-based medical image retrieval with metric learning via rank correlation. In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics (Vol. 6357 LNCS, pp. 18–25). https://doi.org/10.1007/978-3-642-15948-0_3
Huang, W., K. L. Chan, H. Li, J. H. Lim, J. Liu, and T. Y. Wong. “Content-based medical image retrieval with metric learning via rank correlation.” In Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 6357 LNCS:18–25, 2010. https://doi.org/10.1007/978-3-642-15948-0_3.
Huang W, Chan KL, Li H, Lim JH, Liu J, Wong TY. Content-based medical image retrieval with metric learning via rank correlation. In: Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. 2010. p. 18–25.
Huang, W., et al. “Content-based medical image retrieval with metric learning via rank correlation.” Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, vol. 6357 LNCS, 2010, pp. 18–25. Scopus, doi:10.1007/978-3-642-15948-0_3.
Huang W, Chan KL, Li H, Lim JH, Liu J, Wong TY. Content-based medical image retrieval with metric learning via rank correlation. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. 2010. p. 18–25.
Published In
Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics
DOI
EISSN
1611-3349
ISSN
0302-9743
Publication Date
October 25, 2010
Volume
6357 LNCS
Start / End Page
18 / 25
Related Subject Headings
- Artificial Intelligence & Image Processing
- 46 Information and computing sciences