期刊文献+

神经网络在图像检索中的应用研究

Neural Networks Application Research in Image Retrieve
在线阅读 下载PDF
导出
摘要 提出了一种基于神经网络中的单输出BP(Error Back-Propagation)网络的自然风景类图像的分类检索方法,并在网络学习过程中改进了BP算法,使速率在学习过程中根据误差平方和大小动态可变,极大地提高了收敛速度,分类结果表明图像特征的选取、隐藏层的节点数对网络性能影响很大。 A kind of classifying and retrieve method of natural scenic images which is based on single output BP networks in neural networks is proposed in this paper. Networks use a feature or the combination of several features of images as input features and improve the BP arithmetic to make the rate alter according to the sum of error square in the process of study. The results of classify indicate that the selection of image features and the number of hidden layer nodes have a big impact on the performance of networks.
出处 《计算机与数字工程》 2006年第11期77-81,共5页 Computer & Digital Engineering
关键词 BP(反向传播) 图像检索 图像特征 单输出 BP (Error Back -Propagation), retrieve of image, image features, single output
  • 相关文献

参考文献10

  • 1TomM.Machine learning[M].北京:机械工业出版社,2003.274-280.
  • 2LAN H.WRITTEN,EIBE FRANK.Data Mining Practical Machine Learning Tools and Techniques with java Implementations[M].北京:机械工业出版社,2003
  • 3边肇祺 张学工.模式识别[M].北京:清华大学出版社,2003..
  • 4THIERRY VIEVILLE and SYLVIE CRAHAY.Using an Hebbian Learning Rule for Multi-Class SVM Classifiers[C].Journal of Computational Neuroscience,2004
  • 5沈庭芝,方子文.数字图像处理及模式识别[M].北京:北京理工大学出版社,1992
  • 6Guoqiang Peter Zhang.Neural Networks for Classification:A Survey[J].IEEE Transaction on System,Man,and Cybernetics:Application and Reviews,2000,30 (4):451 ~462
  • 7Sheng Ma,Chuanyi Ji.Performance and Efficiency:Recent Advances in Supervised Learning[J].Proceeding of the IEEE,1999,87(9):1519 ~ 1535
  • 8ATKINSON PM,ARLTATNALL Introduction Neural Networks in Remote Sensing[J].IntJRemoteSensing,1997,18(4):699 ~709
  • 9M.STRICKER,M.ORENGO.Similarity of color images[C].Storage Retrieval Image Video Databases (SPIE),1995
  • 10王崇骏,杨育彬,陈世福.基于高层语义的图像检索算法[J].软件学报,2004,15(10):1461-1469. 被引量:20

二级参考文献1

共引文献32

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部