Journal of Guangxi Normal University(Natural Science Edition) ›› 2010, Vol. 28 ›› Issue (4): 30-33.

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An Affine Object Recognition Algorithm Using Five-point Invariant Descriptor and Grey Relational Analysis

LIU Xue-dan, FU Bang-shu, WANG Qiang, ZHANG Guang-yao   

  1. College of Computer Science and Information Engineering,Guangxi Normal University,Guilin Guangxi 541004,China
  • Received:2010-06-28 Published:2023-02-07

Abstract: An efficient model-based recognition algorithm is proposed to recognize 2D objects under translation,rotation,scale transformationand affine transformation.Five-point invariant descriptor is used here to represent the contours of objects.Grey relational analysis is then employed to classify the objectsby analyzing the relationship between them.To verify the proposed method,20 2D objects are used,and 14 images for each object are taken from different angles of camera view.So,there are 280 images to be tested.The experimental results reveal that the proposed method has a higher correct rate of recognition,and is more effective and reliable in object recognition compared with similar algorithms.

Key words: 2D object recognition, five-point invariant descriptor, grey relational analysis

CLC Number: 

  • TP391.4
[1] ULLMAN S.High-level vision[M].Cambridge,MA:MIT Press,1996.
[2] LEE Y H,MOON S.A new approach for automated parts recognition using time series analysis and neural networks[J].Journal of Intelligent Manufacturing,1997,8:167-175.
[3] KHALIL M,BAYOUMI M M.Invariant 2D object recognition using the wavelet modulus maxima[J].Pattern Recognition Letters,2000,21:863-872.
[4] 韦春荣,张孝飞,陈洪波,等.基于轮廓提取的医学图像配准方法[J].广西师范大学学报:自然科学版,2003,21(2):33-36.
[5] SOOKHANAPHIBARN K,LURSINSAP C.A new feature extractor invariantto intensity,rotation,and scaling of color images[J].Information Sciences,2006,176:2097-2119.
[6] 王强,陈天桥,张灿龙,等.改进型Snake算法在尿沉渣图像处理中的应用[J].广西师范大学学报:自然科学版,2006,24(4):215-218.
[7] SUN Te-hsiu,HOMG Horng-chyi,LIU Chi-shuan,et al.Invariant 2D object recognition using KRA and GRA[J].Expert Systems with Applications,2009,36:11517-11527.
[8] ROH K S,KWEON I S.2-D object recognition using invariant contourdescriptor and projective refinement[J].Pattern Recognition,1998,31(4):441-455.
[9] CHANG K C,YEH M F.Grey relational analysis based approach for data clustering[J].IEE Proceedings of the Vision Image Signal Process,2005,152(2):165-172.
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