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Quebec City, Quebec, Canada
Aug. 11, 2002 to Aug. 15, 2002
ISBN: 0-7695-1695-X
pp: 30220
Mitsuru Nakai , Japan Advanced Institute of Science and Technology
Takashi Sudo , Japan Advanced Institute of Science and Technology
Hiroshi Shimodaira , Japan Advanced Institute of Science and Technology
Shigeki Sagayama , University of Tokyo
ABSTRACT
This paper discusses the use of pen pressure as a feature in writer-independent on-line handwriting recognition. We propose two kinds of features related to pen pressure: one is the pressure representing pen ups and downs in a continuous manner; the other is the time-derivative of the pressure representing the temporal pattern of the pen pressure. Combining either of them with the existing feature (velocity vector), a 3-dimensional feature is composed for character recognition. Some techniques of interpolating the pen pressure during the pen-up interval is also proposed for a pre-processing purpose. Through experimental evaluation using 1,016 elementary Kanji characters compared with the baseline performance using velocity vector only, the additional use of pen pressure improved the performance from 97.5% to 98.1% for careful writings and from 91.1% to 93.1% for cursive writings.
INDEX TERMS
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CITATION
Mitsuru Nakai, Takashi Sudo, Hiroshi Shimodaira, Shigeki Sagayama, "Pen Pressure Features for Writer-Independent On-Line Handwriting Recognition Based on Substroke HMM", ICPR, 2002, Proceedings of 16th International Conference on Pattern Recognition, Proceedings of 16th International Conference on Pattern Recognition 2002, pp. 30220, doi:10.1109/ICPR.2002.1047834
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