计算机应用 ›› 2013, Vol. 33 ›› Issue (12): 3345-3349.

• 2013年全国开放式分布与并行计算学术年会(DPCS2013)论文 • 上一篇    下一篇

基于Hadoop的海量医学图像检索系统

范敏1,徐胜才2   

  1. 1. 杭州职业技术学院 信息电子系,杭州 310018;
    2. 同济大学 电子与信息工程系,上海 201815
  • 收稿日期:2013-07-10 出版日期:2013-12-01 发布日期:2013-12-31
  • 通讯作者: 徐胜才
  • 作者简介:范敏(1976-),女,浙江杭州人,讲师,硕士,主要研究方向:图像处理、计算机视觉;
    徐胜才(1970-),男,上海人,副教授,博士,主要研究方向:图像水印、图形处理。

Massive medical image retrieval system based on Hadoop

FAN Min1,XU Shengcai2   

  1. 1. Department of Informatics and Electronics, Hangzhou Vocational and Technical College, Hangzhou Zhejiang 310018, China
    2. Department of Electronics and Information Engineering, Tongji University, Shanghai 201815, China
  • Received:2013-07-10 Online:2013-12-31 Published:2013-12-01
  • Contact: XU Shengcai

摘要: 为了提高海量医学图像检索效率,针对单节点医学图像检索系统的缺陷,提出一种基于Hadoop的海量医学图像检索系统。首先采用Brushlet变换和局部二值模式算法提取医学示例图像特征,并将图像特征库存储于Hadoop分布式文件系统(HDFS);然后采用Map将示例图像特征与特征库的特征进行匹配,采用Reduce接收各Map任务的计算结果,并按相似度大小进行排序;最后根据排序结果找到医学图像的最优检索结果。实验结果表明,相对于其他医学图像检索系统,Hadoop的医学图像检索系统减少了图像存储和检索时间,提高了图像检索速度。

关键词: 医学图像, 检索算法, Brushlet变换, 局部二值模式, 分布式系统

Abstract: In order to improve the retrieval efficiency of massive medical images, a new medical image retrieval system was proposed based on distributed Hadoop to solve the low efficiency of medical image retrieval system based on single node. Firstly, the features of medical image were extracted by using Brushlet transform and Local Binary Pattern (LBP) algorithm, and the feature database was stored in the Hadoop Distributed File System (HDFS). Secondly, the Map was used to match the features of retrieval images and medical images in the library, and the matching results of the Map task were collected and sorted by the Reduce function. Finally, the optimum results of medical image retrieval were obtained according to the ordering. The test results show that, compared with other medical image retrieval systems, the proposed system reduces the time of image storage and retrieval, and improves the image retrieval speed.

Key words: medical image, retrieval algorithm, Brushlet transform, Local Binary Pattern (LBP), distributed system

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