收稿日期: 2013-03-01
网络出版日期: 2013-06-01
A Dynamic Time Warping Algorithm for Recognition of Multi- Stroke On- Line Handwritten Characters
Received date: 2013-03-01
Online published: 2013-06-01
Harold Mouchère 李锦鹏 Christian Viard- Gaudin 陈肇欣 . 多笔画联机手写字符识别的动态时间规正算法[J]. 华南理工大学学报(自然科学版), 2013 , 41(7) : 107 -113 . DOI: 10.3969/j.issn.1000-565X.2013.07.018
Dynamic time warping (DTW) is a famous algorithm to compare two mono- stroke symbols online.It obeys boundary and continuity constraints and possesses high recognition rate.The extension of DTW to multi-stroke symbols raises specific problems.A naive solution is to convert the multi- stroke symbol into a single one via a direct concatenation in the handwriting order.However,people may write a symbol in different stroke di-rections and orders.The application of a brute force method by searching all the possible directions and orders leads to prohibitive calculation times.To reduce the searching complexity,DTW A * algorithm,which keeps the continuity constraint during each partial matching and reduces the searching complexity by using the A * al-gorithm,is proposed and is then tested on a flowchart dataset containing multi- stroke symbols.The results indi-cate that DTW A * algorithm helps to achieve the highest recognition rate and stability,as compared with such two other algorithms as DTW and modified Hausdorff distance.
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