A survey on pattern recognition applications of support vector machines

被引：142

作者：

Byun, H ^{[1
]}

Lee, SW

机构：

[1] Yonsei Univ, Dept Comp Sci, Seodaemun Gu, Seoul 120749, South Korea

[2] Korea Univ, Dept Comp Sci & Engn, Seongbuk Ku, Seoul 136701, South Korea

来源：

INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE | 2003年 / 17卷 / 03期

关键词：

Support Vector Machines; pattern recognition; face detection; face recognition; object recognition; handwritten character recognition; speech recognition;

D O I：

10.1142/S0218001403002460

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we present a survey on pattern recognition applications of Support Vector Machines (SVMs). Since SVMs show good generalization performance on many real-life data and the approach is properly motivated theoretically, it has been applied to wide range of applications. This paper describes a brief introduction of SVMs and summarizes its various pattern recognition applications.

引用

页码：459 / 486

页数：28

共 116 条

[51] Recognition of facial images using support vector machines [J].

Kim, KI ;

Kim, J ;

Jung, K .

2001 IEEE WORKSHOP ON STATISTICAL SIGNAL PROCESSING PROCEEDINGS, 2001, :468-471

[52]

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

[53] Support vector machine-based text detection in digital video [J].

Kim, KI ;

Jung, K ;

Park, SH ;

Kim, HJ .

PATTERN RECOGNITION, 2001, 34 (02) :527-529

[54]

Kitamoto A, 2002, LECT NOTES COMPUT SC, V2388, P237

[55] The Perceptron algorithm versus Winnow: linear versus logarithmic mistake bounds when few input variables are relevant [J].

Kivinen, J ;

Warmuth, MK ;

Auer, P .

ARTIFICIAL INTELLIGENCE, 1997, 97 (1-2) :325-343

[56]

Kumar V. P., 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580), P96, DOI 10.1109/AFGR.2000.840618

[57]

KURITA T, 2002, P 5 IEEE INT C AUT F, P285

[58]

Lee L, 2002, FIFTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS, P155, DOI 10.1109/AFGR.2002.1004148

[59]

Lei Z, 2001, 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, P721, DOI 10.1109/ICIP.2001.958595

[60]

LI Y, 2000, P INT C KNOWL BAS IN, P241

← 1 2 3 4 5 6 7 8 9 10 →