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限定性手写汉字识别的一种可变形弹性匹配模型 被引量:2

Constrainted Handwritten Chinese Character Recognition Using a Deformable Elastic Matching Model
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摘要 本文提出了一种应用于手写体汉字识别的可变形弹性匹配模型.在该模型中,我们假定:对于同一种汉字的不同手写样本,尽管由于书写风格的不同而使其形状各异,但它们却具有相同的空间拓扑结构,我们将用一组笔段置移矢量来描述不同的手写体之间的细节形状上的差异.在置移矢量场的作用下,一个可变形的模板汉字将逐步变形以趋近于输入的汉字,从而在两汉字之中寻求一种最佳的匹配. This paper describes a deformable elastic matching approach to Handwritten Chinese Character Recognition (HCCR). We assume that different handwriting variations share thesame topological structure,but may differ in shape details. The variations between differnet handwriting characters are modeled by a set of stroke displacement vectors (SDV). According to theSDV derived,a model character is deformed gradually,in an effort to transform itself much closerto an input character. Experiments show that the proposed elastic matching model can efficientlydeal with local shape changes and variations between characters.
出处 《电子学报》 EI CAS CSCD 北大核心 1997年第5期35-38,共4页 Acta Electronica Sinica
基金 国家自然科学基金
关键词 可变形弹性匹配 手写体 汉字识别 弹性模板 Deformable elastic matching, Handwritten Chinese character recognition, Stroke displacement vector. Flexible template
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参考文献2

  • 1Cheng Fanghsuan,Procd of the 1986 Intel Conf on Chinese Computing,1996年
  • 2张--中,汉字识别技术,1992年

同被引文献8

  • 1张洪刚.HCL2000汉字数据库与高精度识别算法的研究:硕士论文[M].北京:北京邮电大学,1999..
  • 2S.H.Srinivasan,K.R.Ramakrishnan.The independent components of characters are 'strokes'[A].In:Proceedings of the Fifth International Conference on Document Analysis and Recognition (ICDAR 1999)[C],1999:414-417.
  • 3S.Uchida.A Survey of elastic matching techniques for handwritten character recognition[J].IEICE Transactions on Information and Systems,2005,E88-D(8):1781-1790.
  • 4M.A.Ronee,et al.Handwritten character recognition using piecewise linear two-dimensional warping[A].In:Proceedings of Sixth International Conference on Document Analysis and Recognition (ICDAR 2001)[C],2001:39 -43.
  • 5Hyvarinen A.,Oja E.A fast fixed-point algorithm for independent component analysis[J].Neural Computation,1997,9 (7):1483-1492.
  • 6T.Wakahara,Y.Kimura,A.Tomono.Affine-invariant recognition of gray-scale characters using global affine transformation correlation[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2001,23(4):384-395.
  • 7S.Uchida and H.Sakoe.Eigen-deformations for elastic matching based handwritten character recognition[J].Pattern Recognition,2003,36 (9):2031-2040.
  • 8杨竹青,李勇,胡德文.独立成分分析方法综述[J].自动化学报,2002,28(5):762-772. 被引量:148

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