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A computer-aided diagnosis system of nuclear cataract via ranking.

Publication ,  Journal Article
Huang, W; Li, H; Chan, KL; Lim, JH; Liu, J; Wong, TY
Published in: Med Image Comput Comput Assist Interv
2009

A novel computer-aided diagnosis system of nuclear cataract via ranking is firstly proposed in this paper. The grade of nuclear cataract in a slit-lamp image is predicted based on its neighboring labeled images in a ranked images list, which is achieved using an optimal ranking function. A new ranking evaluation measure is proposed for learning the optimal ranking function via direct optimization. Our system has been tested by a large dataset composed of 1000 slit-lamp images from 1000 different cases. Both experimental results and comparison with several state-of-the-art methods indicate the superiority of our system.

Duke Scholars

Published In

Med Image Comput Comput Assist Interv

DOI

Publication Date

2009

Volume

12

Issue

Pt 2

Start / End Page

803 / 810

Location

Germany

Related Subject Headings

  • Sensitivity and Specificity
  • Reproducibility of Results
  • Pattern Recognition, Automated
  • Ophthalmoscopy
  • Image Interpretation, Computer-Assisted
  • Image Enhancement
  • Humans
  • Cataract
  • Artificial Intelligence & Image Processing
  • Artificial Intelligence
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Huang, W., Li, H., Chan, K. L., Lim, J. H., Liu, J., & Wong, T. Y. (2009). A computer-aided diagnosis system of nuclear cataract via ranking. Med Image Comput Comput Assist Interv, 12(Pt 2), 803–810. https://doi.org/10.1007/978-3-642-04271-3_97
Huang, Wei, Huiqi Li, Kap Luk Chan, Joo Hwee Lim, Jiang Liu, and Tien Yin Wong. “A computer-aided diagnosis system of nuclear cataract via ranking.Med Image Comput Comput Assist Interv 12, no. Pt 2 (2009): 803–10. https://doi.org/10.1007/978-3-642-04271-3_97.
Huang W, Li H, Chan KL, Lim JH, Liu J, Wong TY. A computer-aided diagnosis system of nuclear cataract via ranking. Med Image Comput Comput Assist Interv. 2009;12(Pt 2):803–10.
Huang, Wei, et al. “A computer-aided diagnosis system of nuclear cataract via ranking.Med Image Comput Comput Assist Interv, vol. 12, no. Pt 2, 2009, pp. 803–10. Pubmed, doi:10.1007/978-3-642-04271-3_97.
Huang W, Li H, Chan KL, Lim JH, Liu J, Wong TY. A computer-aided diagnosis system of nuclear cataract via ranking. Med Image Comput Comput Assist Interv. 2009;12(Pt 2):803–810.

Published In

Med Image Comput Comput Assist Interv

DOI

Publication Date

2009

Volume

12

Issue

Pt 2

Start / End Page

803 / 810

Location

Germany

Related Subject Headings

  • Sensitivity and Specificity
  • Reproducibility of Results
  • Pattern Recognition, Automated
  • Ophthalmoscopy
  • Image Interpretation, Computer-Assisted
  • Image Enhancement
  • Humans
  • Cataract
  • Artificial Intelligence & Image Processing
  • Artificial Intelligence