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基于小波不变矩的多类目标特征选择算法 被引量:2

Image recognition algorithm based on wavelet moment invariants
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摘要 特征选择是目标识别中的重要问题。对于有着3个参数(m,n,q)的小波矩来说更是如此。基于2类模式的特征选择思想,提出多类模式下绝对可分的特征选择算法,给出图像数值化处理中参数(m,n,q)的合理取值范围。实验结果表明:无论是对差别比较大、差别比较小还是混合型的多类目标,经过此特征提取出来的小波矩都有着较好的识别效果。 Signature selection is very important in the target recognition, especially for the wavelet moment invariants which have three parameters (m, n, q). The absolute resovable signature selection algorithm under the multi-class mode for target recognition is put forward and the proper range for rn ,n,q values during the image digitalization processing is given, based on the signature selection in two class mode. The experiments show that this method can be successfully used in the recognition of multi-class targets, whether the multi-class targets are different, similar or mixed types.
出处 《应用光学》 CAS CSCD 2008年第1期5-8,共4页 Journal of Applied Optics
关键词 目标识别 图像处理 不变矩 特征选择 多类目标 target recognition image processing moment invariant signature selection multiclass target
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  • 1狄红卫,张文琴.彩色图像边缘检测及其在图像融合中的应用[J].光学技术,2005,31(3):369-372. 被引量:4
  • 2周杰,彭嘉雄,丁明跃.基于小波特征的图像匹配方法[J].模式识别与人工智能,1996,9(2):125-129. 被引量:10
  • 3Hu M K.Visual pattern recognition by moment invariants[J].IRE Trans on Info Theory, 1962; (8): 179~187
  • 4Teague M.Image analysis via the general theory of moments[J].J Opt Soc Am, 1980; (70) :920~930
  • 5Cho Huak The,Roland T Chin. On image analysis by the methods of moments[J].IEEE Transcation on Pattern Analysis and Machine Intelligence, 1988; (10) :496~513
  • 6Dinggang Shen,Horace H d Ip.Discriminative wavelet shape descriptors for recognition[J].Pattern Recognition, 1999; (32): 151~165
  • 7Kan Chao,Srinath M D.Combined features of cubic B-spline wavelet moments and Zernike moments for invariant character recognition[J].Information Technology,2001 ;4(2) :511~515
  • 8Alireza Khotanzad,Yaw Hua Hong. Invariant image recognition by Zernike moments[J].IEEE Transcation on Pattern Analysis and Machine Intelligence, 1990; 5 (12): 489~497
  • 9Shen Dinggang,Pattern Recognition,1999年,32卷,151页
  • 10周洁,模式识别与人工智能,1996年,9卷,6期

共引文献30

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  • 1潘泓,夏良正.基于多尺度分析的小波不变矩[J].电路与系统学报,2006,11(1):55-59. 被引量:4
  • 2乔立岩,彭喜元,彭宇.基于微粒群算法和支持向量机的特征子集选择方法[J].电子学报,2006,34(3):496-498. 被引量:25
  • 3姚军,蒋晓瑜,黄应清.目标识别中Hu矩、Zernike矩和小波矩的比较[J].装甲兵工程学院学报,2006,20(3):34-36. 被引量:19
  • 4Zhang Feng,Liu Shang-qian,Wang Da-bao,et al.Aircraft recognition in infrared image using wavelet moment invariants[J]. Image and Vision Computing,2009,27(4):313-318.
  • 5Liu Yu,Qin Zheng,Xu Zenglin,et al.Feature selection with particle swarms,computational and information science[C].Shang- hal, China: Proceedings of First International Symposium on Computational and Information Science,LNCS3314,2004:425- 430.
  • 6Hu Ming-Kuei. Vidual pattern recognition by moment invariants [ J ]. IRE Trans. IT. , 1962,21 ( 8 ) : 179 - 187.
  • 7Khotanzad A,Hong YH. Rotation Incariant Image Recog- nition Using Features Selected Via A Systematic Method [ J ]. Pattern Recog-nition, 1990,23 (10) : 1089 - 1101.
  • 8Shen D, Horance H. S. Ip. Discriminative Wavelet Shape Descriptors for Recognitio-n of 2-D Pat Tems [ J ]. Pattern Recogintion, 1999,32 (2) : 151 - 165.
  • 9刘兆英,周付根,白相志.基于小波不变矩的多模图像特征提取及匹配技术[J].红外与激光工程,2010,39(增):568-571.
  • 10Jan Flusser, Tomas Suk. Pattern recongnitio-n by affine moment inwariants [ J ]. Pattern Recogintion, 1993,26 ( 1 ) : 167 - 174.

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