Multiscale Fourier descriptor for shape-based image retrieval

被引:41
作者
Kunttu, I [1 ]
Lepistö, L [1 ]
Rauhamaa, J [1 ]
Visa, A [1 ]
机构
[1] Tampere Univ Technol, Inst Signal Proc, FI-33101 Tampere, Finland
来源
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2 | 2004年
关键词
D O I
10.1109/ICPR.2004.1334371
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The shapes occurring in the images are important in the content-based image retrieval. In this paper we introduce a new Fourier-based descriptor for the characterization of the shapes for retrieval purposes. This descriptor combines the benefits of the wavelet transform and Fourier transform. This way the Fourier descriptors can be presented in multiple scales, which improves the shape retrieval accuracy of the commonly used Fourier-descriptors. The multiscale Fourier descriptor is formed by applying the complex wavelet transform to the boundary function of an object extracted from an image. After that, the Fourier transform is applied to the wavelet coefficients in multiple scales. This way the multiscale shape representation can be expressed in a rotation invariant form. The retrieval efficiency of this multiscale Fourier descriptor is compared to an ordinary Fourier descriptor and CSS-shape representation.
引用
收藏
页码:765 / 768
页数:4
相关论文
共 17 条
[1]  
[Anonymous], 2016, MED J ISLAM REPUB IR
[2]  
BAEZAYATES RA, 1999, MODERN INFORMATION R
[3]   MPEG-7 visual shape descriptors [J].
Bober, M .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2001, 11 (06) :716-719
[4]   Wavelet descriptor of planar curves: Theory and applications [J].
Chuang, GCH ;
Kuo, CCJ .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (01) :56-70
[5]  
Chui C. K., 1992, An introduction to wavelets, V1
[6]  
DELBIMBO A, 2001, VISUAL INFORMATION R
[7]   AN AUTOREGRESSIVE MODEL APPROACH TO TWO-DIMENSIONAL SHAPE CLASSIFICATION [J].
DUBOIS, SR ;
GLANZ, FH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :55-66
[8]  
FREEMAN H, 1977, IEEE T COMPUT, V26, P297, DOI 10.1109/TC.1977.1674825
[9]  
Gonzalez R.C., 2007, DIGITAL IMAGE PROCES, V3rd
[10]   The generalized uniqueness wavelet descriptor for planar closed curves [J].
Hung, KC .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (05) :834-845