Literature DB >> 28103568

On the Exploration of Information From the DTW Cost Matrix for Online Signature Verification.

Abhishek Sharma, Suresh Sundaram.   

Abstract

This paper explores the utility of information derived from the dynamic time warping (DTW) cost matrix for the problem of online signature verification. The prior works in literature primarily utilize only the DTW scores to authenticate a test signature. To the best of our knowledge, the characteristics of the warping path (used for the alignment) in the cost matrix is hardly exploited for verification of online signatures. Accordingly, we devise a score that utilizes the information from the cost matrix and warping path alignments. We subsequently consider its fusion (using a sum rule combiner) with the DTW score for authenticating the veracity of a test signature. In addition, a minor modification is suggested with regards to the set of features employed for matching the signatures. We introduce a spacing parameter for feature extraction and demonstrate its applicability in increasing the separation between the distribution of genuine and forgery signatures for an user. Our method has been tested on two publicly available online signature databases namely the SVC-2004 Task 2 and MCYT-100. We report reduction in error rates over the traditional DTW framework.

Year:  2017        PMID: 28103568     DOI: 10.1109/TCYB.2017.2647826

Source DB:  PubMed          Journal:  IEEE Trans Cybern        ISSN: 2168-2267            Impact factor:   11.448


  1 in total

1.  Viability of compact cities in the post-COVID-19 era: subway ridership variations in Seoul Korea.

Authors:  Daeyoung Kwon; Sung Eun Sally Oh; Sangwon Choi; Brian H S Kim
Journal:  Ann Reg Sci       Date:  2022-03-07
  1 in total

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