摘要
对数据挖掘中的一个新兴领域———图像数据挖掘作出了较为全面的研究。给出了图像数据挖掘的定义,分析了图像数据挖掘与图像处理分析、图像模式识别及图像检索等相关领域的异同点,并就图像数据挖掘对传统数据挖掘的改变和扩展之处作了较为详尽的阐述。从多个角度对图像数据挖掘进行了分类。介绍了关联规则、聚类、分类等技术在图像数据挖掘中的不同用法。最后,简单地介绍了图像数据挖掘的几个应用领域的研究现状。
In this paper,a quite full picture is given to the research on a new field of data mining— image data mining.The concept of image data mining is presented,the similarities and differences between the image data mining,image processing analysis,image pattern recognising and image indexing are analysed,and the detailed elucidation about the change and extension of image data mining to traditional data mining is made as well.After that,image data mining is classified on various points of view and some different techniques such as association rule,classification,clustering etc.,in image data mining is also introduced.After all,a brief introduction on some applications of image data mining is given at the end of the paper.
出处
《计算机应用与软件》
CSCD
2011年第2期125-128,223,共5页
Computer Applications and Software
基金
国家自然科学基金(60603074)
国家重点基础研究发展计划项目(2004CB318203)
中国地质大学(武汉)优秀青年教师资助项目(CUGQNL44)
关键词
数据挖掘
图像数据挖掘
关联规则
聚类
Data mining Image data mining Association rules Clustering
