paper on on-line character recognition using "constraint tangent distance"
Holger Schwenk
schwenk at IRO.UMontreal.CA
Wed Dec 11 12:06:03 EST 1996
The following paper on on-line character recognition is available on the WEB at
http://www.iro.umontreal.ca/~schwenk/papers/icpr96.ps.gz
Comments are welcome
Holger
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Holger Schwenk phone: (514) 343-6111 ext 1655
fax: (514) 343-5834
LISA, Dept. IRO
University of Montreal email: schwenk at iro.umontreal.ca
2920 Chemin de la tour, CP 6128 http://www.iro.umontreal.ca/~schwenk
Montreal, Quebec, H3C 3J7
CANADA
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Constraint Tangent Distance for
On-line Character Recognition
H. Schwenk and M. Milgram
published in International Conference on Pattern Recognition (ICPR),
pp. D:515--519, August 1996
Abstract:
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In on-line character recognition we can observe two kinds of intra-class
variations: small geometric deformations and completely different writing
styles. We propose a new approach to deal with these problems by defining an
extension of tangent distance (Simard and al, 1993), well known in off-line
character recognition.
The system has been implemented with a k-nearest neighbor classifier and
a so called diabolo classifier respectively (Schwenk and Milgram, 1995).
Both classifiers are invariant under transformations like rotation, scale
or slope and can deal with variations in stroke order and writing direction.
Results are presented for our digit database with more than 200 writers.
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