期刊文献+

一种基于MD5的近似图像检测算法研究

Research of similar images detection algorithm based on MD5
下载PDF
导出
摘要 在WWW图像搜索引擎中,如何快速而准确地检测出近似或重复图像已经成为亟待解决的问题,提出一种基于MD5的近似图像检测算法。该算法选取图像分块灰度均值为特征,经过拉普拉斯特征值降维,矢量量化后,图像特征被转换为MD5值,然后根据生成的MD5值进行近似或重复图像检测。实验结果表明该算法是有效的。 There are many similar or duplicate images in the World Wide Web, how to efficiently and accurately find those images has become an issue in search engine research area. This paper presented a similar images detection algorithm based on MD5, which selected the average of gray-block for feature. MD5 was generated by the feature after Laplacian eigenmap dimensionality reduction and vector quantization, then it detected the similar or duplicate images by the MD5. Experimental results show that the algorithm is effective.
出处 《计算机应用研究》 CSCD 北大核心 2010年第2期788-790,共3页 Application Research of Computers
基金 湖北瘩教育厅科研项目(Q20081409,Q20081402,Q20081405) 湖北省自然科学基金资助项目(2008CDZ003,2008CDB342)
关键词 图像检索 近似图像 MD5 拉普拉斯特征值降维 image retrieval similar image MD5 Laplacian eigenmap
  • 相关文献

参考文献10

  • 1温泉彻,彭宏,黎琼.基于内容的图像检索关键技术研究[J].微计算机信息,2007,23(3):278-280. 被引量:15
  • 2向友君,谢胜利.图像检索技术综述[J].重庆邮电学院学报(自然科学版),2006,18(3):348-354. 被引量:39
  • 3曹炬,马杰,谭毅华,田金文.基于像素抽样的快速互相关图像匹配算法[J].宇航学报,2004,25(2):173-178. 被引量:25
  • 4JAIMES A, CHANG S F, LOUI A C. Detection of non-identical duplicate consumer photographs[ C]//Proc of the gth IEEE Pacific Rim Conference on Multimedia. 2003 : 16-20.
  • 5KE Yah, SUKTHANKAR R, HUSTON L. Efficient near-duplicate detection and sub-image retrieval[ C]//Proc of the 12th Annual ACM International Conference on Multimedia. New York: ACM Press, 2004 : 869- 876.
  • 6LIN Shu, OASU M T, OPdA V, et al An extendible hash for multi-precision similarity querying of image databases[ C]//Proc of the 27th International Conference on VLDB. 2001: 221-230.
  • 7ZHANG D ong-qing, CHANG S F. Detecting image near-duplicate by stochastic attributed relational graph matching with learning [ C ]// Proc of the 12th Annual ACM International Conference on Multimedia. New York:ACM Press, 2004: 877-884.
  • 8BELKIN M, NIYOGI P. Laplacian eigenmaps and speetral techniques for embedding and clustering[ C]//Proc of the 14th Advances in Neural Information Processing Systems. 2001:585-591.
  • 9鲁珂,赵继东,曾家智.一种适合Web图像检索的图像降维算法研究[J].计算机科学,2006,33(5):255-256. 被引量:2
  • 10SMEULDERS A W M, SANTINI S, WORRING M, et al. Content based image retrieval at the end of the early years[J]. IEEE Trans on Pattern Analysis and Machine Intelligence, 2000, 22 ( 12 ) : 1349-1380.

二级参考文献56

  • 1范自柱.基于内容的图像检索技术综述[J].华东交通大学学报,2005,22(5):147-150. 被引量:10
  • 2谭国真,高文.KBMDS:基于知识的地图数据库系统[J].大连理工大学学报,1996,36(1):105-109. 被引量:2
  • 3封筠,王彦芳,王小平,侯义斌.小波分析在基于内容的图像检索技术中的应用[J].微计算机信息,2006,22(05S):244-245. 被引量:9
  • 4彭嘉雄,刘建国.图象匹配的快速映射定位法[J].电子学报,1990,18(5):1-7. 被引量:2
  • 5[1]Cohen F S,Fan Z,Patel M.Classification of Rotated and Scaled Textured images Using Gaussian Markov Random Field Models.IEEE Trans PAMI,1991,13:192~202
  • 6[2]Michael Diaz.Wavelet Features for Color Image Classification[A].Imaging and Geospatial Information Society[C].2000 Annual Conference,Orlando,2000
  • 7Ng R,Sedighian A.Evaluating multi-dimensional indexing structures for images transformed by principal component analysis.In:Proc.SPIE Storage and Retrieval for Image and Video Database,1996
  • 8Faloutsos C,Lin K-Ip (David).Fastmap:A fast algorithm for indexing,data-mining and visualization of traditional and multimedia datasets.In:Proc.Of SIGMOD,1995.163~179
  • 9Chandrasekaran S,Manjunath B S,Wang Y F,et al.An eigenspace update algorithm for image analysis.Comput.Vis.,Graphics,and Image Proc.1997
  • 10Salton G,McGill M J.Introduction to Modern Information Retrieval.McGraw-Hill Book Company,New York,1982

共引文献74

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