A computer-aided diagnosis system of nuclear cataract via ranking

Wei Huang*, Huiqi Li, Kap Luk Chan, Joo Hwee Lim, Jiang Liu, Tien Yin Wong

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

18 引用 (Scopus)

摘要

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.

源语言英语
主期刊名Medical Image Computing and Computer-Assisted Intervention - MICCAI2009 - 12th International Conference, Proceedings
803-810
页数8
版本PART 2
DOI
出版状态已出版 - 2009
已对外发布
活动12th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2009 - London, 英国
期限: 20 9月 200924 9月 2009

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
编号PART 2
5762 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议12th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2009
国家/地区英国
London
时期20/09/0924/09/09

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