Verification of dynamic curves extracted from static handwritten scripts

被引:5
|
作者
Nel, Emli-Mari [2 ]
du Preez, J. A. [2 ]
Herbst, B. M. [1 ]
机构
[1] Univ Stellenbosch, Dept Appl Math, ZA-7602 Matieland, South Africa
[2] Univ Stellenbosch, Dept Elect & Elect Engn, ZA-7602 Matieland, South Africa
关键词
pattern recognition; document and text processing; document analysis; handwriting analysis; estimating pen trajectories of static scripts; automatic assessment; stroke recovery;
D O I
10.1016/j.patcog.2008.05.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Static handwritten scripts originate as images on documents and do not, by definition, contain any dynamic information. To improve the accuracy of static handwriting recognition systems, many techniques aim to estimate dynamic information from the static scripts. Mostly, the pen trajectories of the scripts are estimated. However, the efficacy of the resulting pen trajectories are rarely evaluated quantitatively. This paper proposes a protocol for the objective evaluation of automatically determined pen trajectories. A hidden Markov model is derived from a ground-truth trajectory. An estimated trajectory is then matched to the derived model. Statistics describing substitution, insertion and deletion errors are then computed from this match. The proposed algorithm is especially useful for performance comparisons between different pen trajectory estimation algorithms. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3773 / 3785
页数:13
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