Texture classification using kernel logistic regression

被引：0

作者：

Tambo, Asongu L. ^{[1
]}

Mistry, Rajan B. ^{[1
]}

Campbell, Jonathan M. ^{[1
]}

Chan, Sherwin R. ^{[1
]}

Hang, Xiyi ^{[1
]}

机构：

[1] Calif State Univ Northridge, Dept Elect & Comp Engn, Northridge, CA 93063 USA

来源：

INT CONF ON CYBERNETICS AND INFORMATION TECHNOLOGIES, SYSTEMS AND APPLICATIONS/INT CONF ON COMPUTING, COMMUNICATIONS AND CONTROL TECHNOLOGIES, VOL 1 | 2007年

关键词：

texture; classification; machine learning; kernel logistic regression; support vector machine;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper investigates the application of Kernel Logistic Regression (KLR) in texture classification. Stationary wavelet transform is used for feature extraction. The numerical experiment shows that when it comes to texture classification, KLR is comparable to popular support vector machine (SVM).

引用

页码：259 / 262

页数：4

共 16 条

[1]

ABE S, 2005, SUPPORT VECTOR MECH

[2]

[Anonymous], 984 U WISC DEP STAT

[3]

Brodatz P, 1966, TEXTURES PHOTOGRAPHI

[4]

Cherkassky V, 1997, IEEE Trans Neural Netw, V8, P1564, DOI 10.1109/TNN.1997.641482

[5]

Coifman R. R., 1995, LECT NOTES STAT, V103, P125, DOI [DOI 10.1007/978-1-4612-2544-7_9, 10.1002/cpa.3160410705, DOI 10.1002/CPA.3160410705]

[6] Regularization networks and support vector machines [J].

Evgeniou, T ;

Pontil, M ;

Poggio, T .

ADVANCES IN COMPUTATIONAL MATHEMATICS, 2000, 13 (01) :1-50

[7]

KEERTHI S, 2002, INT C MACH LEARN

[8]

Kim KI, 2002, IEEE T PATTERN ANAL, V24, P1542, DOI 10.1109/TPAMI.2002.1046177

[9] Texture classification using rotated wavelet filters [J].

Kim, ND ;

Udpa, S .

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2000, 30 (06) :847-852

[10] TEXTURE CLASSIFICATION BY WAVELET PACKET SIGNATURES [J].

LAINE, A ;

FAN, J .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1993, 15 (11) :1186-1191

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