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  • 标题:Artificial Intelligent System for Character Recognition using Levenberg-Marquardt Algorithm
  • 本地全文:下载
  • 作者:Gaganjot Kaur ; Monika Aggarwal
  • 期刊名称:International Journal of Advanced Research In Computer Science and Software Engineering
  • 印刷版ISSN:2277-6451
  • 电子版ISSN:2277-128X
  • 出版年度:2012
  • 卷号:2
  • 期号:5
  • 出版社:S.S. Mishra
  • 摘要:In th is pa per, characte r re cogni tion syste m is impl emen ted u sing artificial neural ne tworks. A data base of printe d En glish alphabet characters is prepared. The characte rs are scanned an d pre-process ed to remove noise and enh ance the quality of images. The enhan ced character images are thresholded, skele tonized and p rune d so as to get final segmente d ch aracters of jus t one pixel lines. Suitable featu res based on geometry of ch aracters are extracted from the segmen ted ch aracter i mage s. These features are used to train th e multilayer back propagati on neural network cl assifier. The network is trained with the help of Levenbe rg-Marqu ard t algori thm. The propose d ch aracter recognition system is then teste d on new unk nown samples of printe d ch aracters. The s ystem performed well and achie ved 93% accuracy rate.
  • 关键词:ANN;database ; enh ancement; th resholding; skeletonizati on; prunin g; backpropagation ; neurons; epochs
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