Title :
An optimal approach to aligning on-line handwritten signatures
Author :
Duan, Huichuan ; Liu, Xiyu ; Liu, Hong
Author_Institution :
Sch. of Inf. Sci. & Eng., Shandong Normal Univ., Jinan
Abstract :
On-line handwritten signature aligning is crucial in verification. This paper deals with this aligning as an optimization problem. By transforming the squared Euclidean distance based DTW distance in terms of geometric transformations including rotation, scaling and translation, corresponding optimal objective functions are formulated and solved in closed form. Subsequently, an iterative optimization procedure, named DTWOA, is proposed as a systematic aligning approach. Experimental results conducted on SVC2004 dataset show that DTWOA converges rapidly, and the standard deviation of the optimal DTW distances is much smaller and smoother than the original, which manifests the availability of our work.
Keywords :
handwriting recognition; iterative methods; optimisation; geometric transformations; iterative optimization; online handwritten signature aligning; squared Euclidean distance; Biometrics; Euclidean distance; Fingerprint recognition; Handwriting recognition; Humans; Information science; Iris; Iterative methods; Retina; Speech recognition;
Conference_Titel :
IT in Medicine and Education, 2008. ITME 2008. IEEE International Symposium on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4244-3616-3
Electronic_ISBN :
978-1-4244-2511-2
DOI :
10.1109/ITME.2008.4743836