DocumentCode :
2190941
Title :
An on-line handwritten note recognition method using shape metamorphosis
Author :
Pavlidis, Ioannis ; Singh, Rahul ; Papanikolopoulos, Nikolaos P.
Author_Institution :
Technol. Center, Honeywell Inc., Minneapolis, MN, USA
Volume :
2
fYear :
1997
fDate :
18-20 Aug 1997
Firstpage :
914
Abstract :
We propose a novel user-dependent method for the recognition of on-line handwritten notes. The method employs as a dissimilarity measure the “degree of morphing” between an input curve and a template curve. A physics-based approach substantiates the “degree of morphing” as a deformation energy and casts the problem as an energy minimization problem. The method operates upon key segmentation points that are provided by an appropriate segmentation algorithm. The segmentation objective is not to locate letters, but instead to locate corners and some key low curvature points (an easier task). This is part of the method´s strategy to see the word as a generic on-line curve. Due to this strategy, the proposed method can handle collectively both cursive words and hand-drawn line figures, the two key ingredients of handwritten notes. Most importantly, the proposed system achieves high recognition rates without ever resorting to statistical models
Keywords :
document image processing; handwriting recognition; image matching; image segmentation; online operation; optical character recognition; performance evaluation; corner location; cursive words; deformation energy; degree of morphing; dissimilarity measure; energy minimization problem; hand-drawn line figures; input curve; low curvature points; online handwritten note recognition; physics-based approach; recognition rates; segmentation algorithm; shape metamorphosis; template curve; user-dependent method; Computer science; Dynamic programming; Graphics; Handwriting recognition; Pattern matching; Pattern recognition; Power system modeling; Sampling methods; Shape; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Document Analysis and Recognition, 1997., Proceedings of the Fourth International Conference on
Conference_Location :
Ulm
Print_ISBN :
0-8186-7898-4
Type :
conf
DOI :
10.1109/ICDAR.1997.620644
Filename :
620644
Link To Document :
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