计算机科学 ›› 2015, Vol. 42 ›› Issue (2): 306-310.doi: 10.11896/j.issn.1002-137X.2015.02.065
李兰,刘洋
LI Lan and LIU Yang
摘要: 传统的图像检索方法均是基于图像的局部特征的,忽略了图像整体特征。针对此问题,深入分析图像的整体特征,提出了一种基于局部特征和整体特征的混合方法来提取图像的内容。首先,采用平稳小波变换方法提取图像的水平、垂直和对角线的图像整体信息;其次,应用每个子矩阵的灰度共生矩阵提取图像的局部特征。根据局部特征和整体特征的联合特征描述,应用多模关联规则的数据挖掘方法对图像进行检索,并且其关联规则的主要决定参数为欧几里得距离。实验结果显示,所提出的基于内容的小波变换多模关联规则数据挖掘的图像检索方法相对于已有方案有较大的性能提升。
[1] Huang Z C,Chan P P K,Ng W W Y,et al.Content-based image retrieval using color moment and Gabor texture feature[C]∥2010 International Conference on Machine Learning and Cybernetics (ICMLC).IEEE,2010,2:719-724 [2] Arevalillo-Herráez M,Ferri F J,Moreno-Picot S.A hybridmulti-objective optimization algorithm for content based image retrieval[J].Applied Soft Computing,2013,13(11):4358-4369 [3] Wan G G,Liu Z.Content-based information retrieval and digital libraries[J].Information Technology and Libraries,2013,27(1):41-47 [4] Thang N D,Rasheed T,Lee Y K,et al.Content-based facial ima-ge retrieval using constrained independent component analysis[J].Information Sciences,2011,181(15):3162-3174 [5] Jrventausta P,Repo S,Rautiainen A,et al.Smart grid powersystem control in distributed generation environment[J].AnnualReviews in Control,2010,34(2):277-286 [6] ElAlami M E.A new matching strategy for content based image retrieval system[J].Applied Soft Computing,2014,14:407-418 [7] Amoda N,Kulkarni R K.Efficient Image Retrieval using Region Based Image Retrieval[C]∥ICWAC 2013.2013:2249-0868 [8] Liu D,Hua X S,Zhang H J.Content-based tag processing for internet social images[J].Multimedia Tools and Applications,2011,51(2):723-738 [9] Chan P P K,Huang Z C,Ng W W Y,et al.Dynamic hierarchical semantic network based image retrieval using relevance feedback[C]∥2011 International Conference on Machine Learning and Cybernetics (ICMLC).IEEE,2011,4:1746-1751 [10] Furuya T,Ohbuchi R.Visual Saliency Weighting and Cross-Domain Manifold Ranking for Sketch-Based Image Retrieval[C]∥MultiMedia Modeling.Springer International Publishing,2014:37-49 [11] Arampatzis A,Zagoris K,Chatzichristofis S A.Dynamic two-stage image retrieval from large multimedia databases[J].Information Processing & Management,2013,49(1):274-285 [12] 吴万琴,阮文惠,曹晓丽,等.一种基于整数双正交小波变换的鲁棒可逆水印算法[J].重庆理工大学学报,2013,27(5):94-99 |
No related articles found! |
|