Title :
Differentiation between alphabetic and numeric data using NN ensembles
Author :
Lam, Louisa ; Xu, Qizhi ; Suen, Ching Y.
Author_Institution :
Centre for Pattern Recognition & Machine Intelligence, Concordia Univ., Montreal, Que., Canada
Abstract :
Presents an approach to differentiating handwritten alphabetic words from numeric strings, which is motivated by an application in a real-life bank cheque processing system. Neural networks are first considered with the focus on effective feature extraction and architecture selection. The combination of networks is then implemented to achieve highly reliable and accurate results.
Keywords :
cheque processing; feature extraction; handwritten character recognition; multilayer perceptrons; neural net architecture; pattern classification; NN ensembles; alphabetic data; architecture selection; bank cheque processing system; feature extraction; handwritten alphabetic words; neural net ensembles; numeric data; numeric strings; Artificial neural networks; Feature extraction; Handwriting recognition; Histograms; Image databases; Machine intelligence; Mathematics; Neural networks; Pattern recognition; System testing;
Conference_Titel :
Pattern Recognition, 2002. Proceedings. 16th International Conference on
Print_ISBN :
0-7695-1695-X
DOI :
10.1109/ICPR.2002.1047395