DocumentCode :
2022866
Title :
Fréchet Distance Based Approach for Searching Online Handwritten Documents
Author :
Sriraghavendra, R. ; Karthik, Kowshick ; Bhattacharyya, Chiranjib
Author_Institution :
Indian Inst. of Sci., Bangalore
Volume :
1
fYear :
2007
fDate :
23-26 Sept. 2007
Firstpage :
461
Lastpage :
465
Abstract :
We propose a novel, language-neutral approach for searching online handwritten text using Frechet distance. Online handwritten data, which is available as a time series (x,y,t), is treated as representing a parameterized curve in two-dimensions and the problem of searching online handwritten text is posed as a problem of matching two curves in a two-dimensional Euclidean space. Frechet distance is a natural measure for matching curves. The main contribution of this paper is the formulation of a variant of Frechet distance that can be used for retrieving words even when only a prefix of the word is given as query. Extensive experiments on UNIPEN dataset consisting of over 16,000 words written by 7 users show that our method outperforms the state-of-the-art DTW method. Experiments were also conducted on a multilingual dataset, generated on a PDA, with encouraging results. Our approach can be used to implement useful, exciting features like auto-completion of handwriting in PDAs.
Keywords :
handwritten character recognition; pattern matching; text analysis; time series; Euclidean space; Frechet distance based approach; PDA; UNIPEN dataset; language-neutral approach; matching curves; multilingual dataset; online handwritten text documents; time series; Automation; Computer science; Handwriting recognition; Ink; Legged locomotion; Personal digital assistants; Signal to noise ratio; Text analysis; Usability; Writing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Document Analysis and Recognition, 2007. ICDAR 2007. Ninth International Conference on
Conference_Location :
Parana
ISSN :
1520-5363
Print_ISBN :
978-0-7695-2822-9
Type :
conf
DOI :
10.1109/ICDAR.2007.4378752
Filename :
4378752
Link To Document :
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