| 195 | 9 | 38 |
| 下载次数 | 被引频次 | 阅读次数 |
针对传统的颜色直方图法只表示颜色的组成 ,没有包含颜色空间分布信息 ,提出 1种基于块划分颜色特征的图像检索方法。该方法将图像划分成大小相等的子块 ,提取每一块的颜色信息作为特征矢量。通过特征聚类和编码 ,图像内容可以表示成为包含空间分布信息的局部颜色特征组合。实验结果证明了该方法的有效性 ,并与其它方法进行了性能比较。
Abstract:The traditional color histogram contains the component of color but lacks spatial information. To improve the performance of content-based image retrieval, spatial information is indispensable. An approach to partition-based color image retrieval is proposed in this paper. The images in the training set are partitioned into size fixed cells and, from each cell, the local color histogram as a color invariant feature is extracted. By clustering and coding, the images in the database can be regarded as a combination of local color features in certain spatial distribution. The effectiveness of this approach is comfirmed by the experimental results.
[1] HuangJ,KumarSR ,MitraM ,etal.ImageIndexingUsingColorCorrelograms[C].PuertoRico:IEEEConf.ComputerVisionPat ternRecognition,1997.762768.
[2] GregPass,RaminZabih.Comparingimagesusingjointhistograms[J].MultimediaSystems,1999,7:234240.
[3] SuWH ,ChuaTS,PungHK .AnIntegratedColorSpatialAp proachtoContentBasedImageRetrieval[C].SanJose,California:Proceedingsofthe1995ACMMultimediaConference,1995.305313.
[4] ZhuLei,RaoAibing,ZhangAidong.Advancedfeatureextractionforkeyblock basedimageretrieval[J].InformationSystems,2002,27:537557.
[5] JohnZachary,IyengarSS ,JacobBarhen.Content basedimagere trievalandinformationtheory:ageneralapproach[J].JournaloftheAmericanSocietyforInformationScienceandTechnology,2001,52(10):840852.
[6] LiXQ ,ZhaoZW ,ChengHD ,etal.AFuzzyLogicApproachtoImageSegmentation[C].Texas:ProcIEEEIntConfonImageProc,1994.
[7] 冯天瑾.神经网络技术[M ].青岛:青岛海洋大学出版社,1994.110121.
[8] JunSungHua,YangJiHoon,OhKyungWhan.Automaticdetermi nationofclustersizeusingmachinelearningalgorithm[J].KoreaSci ence,2002,(13):178184.
[9] DavidMcGSquire,WolfgangMuller,HenningMuller,etal.Con tent basedqueryofimagedatabases:inspirationsfromtextretrieval[J].PatternRecognitionLetters,2000,21(13):11931198.
[10] JurafskyD ,MartinJH .SpeechandLanguageProcessing:anIntro ductiontoNaturalLanguageProcessingComputationalLinguisticsandSpeechRecognition[M].NewJersey,U .S.A .:TrenticeNa cl,2000.394401.
基本信息:
DOI:10.16441/j.cnki.hdxb.2005.02.032
中图分类号:TP391.3
引用信息:
[1]刘金梅,王国宇.一种基于块划分颜色特征的图像检索方法[J].中国海洋大学学报(自然科学版),2005(02):330-334.DOI:10.16441/j.cnki.hdxb.2005.02.032.
基金信息:
山东省中青年奖励基金 (基于形状的图像检索研究 )资助
2005-03-30
2005-03-30