首页 / 院系成果 / 成果详情页

Adaptive segmentation of digital mammograms through reinforcement learning 期刊论文

编号：

ff58e4f8-4fb9-4552-9686-5a06bbab48b4
作者：

Liu, Xinyue[0]^[1] Fang, Xiaoxuan[1]^[2] Huang, Lianqing[2]^[3]
地址：

[1]Chinese Academy of Sciences, Graduate School,Beijing,China
[2]Jilin University, China-Japan Union Hospital,Changchun,China
[3]Changchun Institute of Optics Fine Mechanics and Physics Chinese Academy of Sciences,Changchun,China
语种：

英文
期刊：

Guangxue Jingmi Gongcheng/Optics and Precision Engineering ISSN：1004-924X 2005 年 13 卷 5 期 (575 - 583)
收录：
关键词：

Adaptive image segmentation Digital mammography Reinforcement learning
摘要：

An approach based on reinforcement learning for the automated segmentation is presented. The approach consists of two modules: segmentation module and learning module. The segmentation module uses the region-growing algorithm combined with the smooth filtering and the morphological filtering to segment mammograms. The learning module uses the segmentation output as the feedback to learn to select the optimal parameter settings of the segmentation algorithm according to the image properties using reinforcement learning techniques. The approach can adapt itself to various kinds of mammograms through training and therefore obviates the tedious and error-prone tuning of parameter settings manually. Quantitative rest results show that the approach is accurate for several kinds of mammograms. Compared to previously proposed approaches, the approach is more adaptable to different mammograms.
推荐引用方式
GB/T 7714：

Liu Xinyue/57192259620[0],Fang Xiaoxuan/56331837400[1],Huang Lianqing/8876664900[2], et al. Adaptive segmentation of digital mammograms through reinforcement learning [J].Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2005,13(5):575-583.
APA：

Liu Xinyue/57192259620[0],Fang Xiaoxuan/56331837400[1],Huang Lianqing/8876664900[2].(2005).Adaptive segmentation of digital mammograms through reinforcement learning .Guangxue Jingmi Gongcheng/Optics and Precision Engineering,13(5):575-583.
MLA：

Liu Xinyue/57192259620[0], et al. "Adaptive segmentation of digital mammograms through reinforcement learning" .Guangxue Jingmi Gongcheng/Optics and Precision Engineering 13,5(2005):575-583.

浏览次数：4  下载次数：0

分享到：

浏览次数：4

下载次数：0

打印次数：0