A new scheme for extraction of affine invariant descriptor and affine motion estimation based on independent component analysis

被引:25
作者
Huang, XM [1 ]
Wang, B [1 ]
Zhang, LM [1 ]
机构
[1] Fudan Univ, Dept Elect Engn, Shanghai 200433, Peoples R China
基金
美国国家科学基金会;
关键词
independent component analysis (ICA); affine invariant descriptor; negentropy; kurtosis; affine motion estimation;
D O I
10.1016/j.patrec.2004.11.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new scheme based on independent component analysis (ICA) for object recognition with affine transformation and for affine motion estimation between video frames. For different affine shapes of a recognized object, an invariant descriptor can be extracted by ICA, and it can solve some object recognition problems. This method also can be used to estimate the affine motion between two frames, which is important in high compression rate coding such as MPEG4 or MPEG7 standard. Simulation results show that the proposed method has a better performance than other traditional methods in pattern recognition and affine motion estimation. (c) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:1244 / 1255
页数:12
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