RECOGNITION OF HANDWRITTEN NUMERALS WITH MULTIPLE FEATURE AND MULTISTAGE CLASSIFIER

被引:99
作者
CAO, J
AHMADI, M
SHRIDHAR, M
机构
[1] UNIV WINDSOR,DEPT ELECT ENGN,WINDSOR,ON N9B 3P4,CANADA
[2] UNIV MICHIGAN,DEPT ELECT & COMP ENGN,DEARBORN,MI 48128
关键词
HANDWRITTEN NUMERAL RECOGNITION; MULTIPLE EXPERT; NEURAL NETWORKS; CLUSTERING; CLASSIFICATION;
D O I
10.1016/0031-3203(94)00094-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Multiple experts system is shown to be a promising strategy for handwritten recognition. This paper presents a multiple experts system using neural networks. In the proposed system, the authors have developed: (1) an incremental clustering neural network algorithm with merging and canceling process, (2) a modified directional histogram feature extraction method, and (3) a subclass method with learning rejection neuron strategy. Our experimental results on a large set of data show the efficiency and robustness of the proposed system.
引用
收藏
页码:153 / 160
页数:8
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