CURSIVE WORD RECOGNITION BASED ON INTERACTIVE ACTIVATION AND EARLY VISUAL PROCESSING MODELS

被引:5
|
作者
Ruiz-Pinales, Jose [1 ]
Jaime-Rivas, Rene [1 ]
Lecolinet, Eric [2 ]
Castro-Bleda, Maria Jose [3 ]
机构
[1] Univ Guanajuato, Salamanca, Gto, Mexico
[2] Ecole Natl Super Telecommun Bretagne, INFRES, Paris, France
[3] Univ Politecn Valencia, E-46071 Valencia, Spain
关键词
Handwriting recognition; interactive activation model; feedforward model; convolutional neural networks; reading models;
D O I
10.1142/S0129065708001683
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present an off-line cursive word recognition system based completely on neural networks: reading models and models of early visual processing. The first stage (normalization) preprocesses the input image in order to reduce letter position uncertainty; the second stage (feature extraction) is based on the feedforward model of orientation selectivity; the third stage (letter pre-recognition) is based on a convolutional neural network, and the last stage (word recognition) is based on the interactive activation model.
引用
收藏
页码:419 / 431
页数:13
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