Title :
DP matching using Kalman filter as pre-processing in on-line signature verification
Author :
Tanaka, Masahiro ; Ishino, Yumi ; Shimada, Hironori ; Inoue, Takashi
Author_Institution :
Dept. of Inf. Sci. & Syst. Eng., Konan Univ., Kobe, Japan
Abstract :
This paper proposes the point-wise matching method which is to be used as the pre-processing in online signature verification using only the positional information. After this pre-processing, various dynamical or local features of the signature can be used in verification. The test signature and the model one are to be matched point-wise by applying time-variant linear transformation. Kalman filter and the smoother are used for estimating the time-variant transformation parameters. Numerical experiment shows quite a good performance for real online signatures.
Keywords :
Kalman filters; dynamic programming; filtering theory; handwriting recognition; online operation; DP matching; Kalman filter; online signature verification; point-wise matching method; positional information; pre-processing; smoother; test signature; time-variant linear transformation; time-variant transformation parameters; Force measurement; Handwriting recognition; Hidden Markov models; Humans; Image coding; Information science; Shape measurement; Systems engineering and theory; Testing; Writing;
Conference_Titel :
Frontiers in Handwriting Recognition, 2002. Proceedings. Eighth International Workshop on
Print_ISBN :
0-7695-1692-0
DOI :
10.1109/IWFHR.2002.1030960