Dynamic-programming-based handwritten word recognition using the Choquet fuzzy integral as the match function

被引:12
作者
Gader, PD
Mohamed, MA
Keller, JM
机构
[1] University of Missouri-Columbia, Department of Computer Engineering, Columbia
关键词
D O I
10.1117/12.228053
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Choquet fuzzy integral is applied to handwritten word recognition. A handwritten word recognition system is described. The word recognition system assigns a recognition confidence value to each string in a lexicon of candidate strings. The system uses a lexicon-driven approach that integrates segmentation and recognition via dynamic programming matching. The dynamic programming matcher finds a segmentation of the word image for each string in the lexicon. The traditional match score between a segmentation and a string is an average. In this paper, fuzzy integrals are used instead of an average. Experimental results demonstrate the utility of this approach. A surprising result is obtained that indicates a simple choice of fuzzy integral works better than a more complex choice. (C) 1996 SPIE and IS&T.
引用
收藏
页码:15 / 24
页数:10
相关论文
共 27 条
[21]  
MOHAMED M, 1995, IN PRESS IEEE T PATT
[22]  
MOHAMMED MA, 1995, THESIS U MISSOURI CO
[23]   A THEORY OF FUZZY MEASURES - REPRESENTATIONS, THE CHOQUET INTEGRAL, AND NULL SETS [J].
MUROFUSHI, T ;
SUGENO, M .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 1991, 159 (02) :532-549
[24]  
NOHL C, 1992, P US POSTAL SERVICE, P167
[25]  
Senior AW., 1993, P 3 INT WORKSH FRONT, P132
[26]  
Sugeno M., 1977, FUZZY AUTOMATA DECIS, P89
[27]   INFORMATION FUSION IN COMPUTER VISION USING THE FUZZY INTEGRAL [J].
TAHANI, H ;
KELLER, JM .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1990, 20 (03) :733-741