Online Signature Verification Based on Stable Features Extracted Dynamically

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Volumn 47, Issue 10, 2017, Pages 2663-2676

  Song, Xiaoyu ^a   Xia, Xinghua ^a   Luan, Fangjun ^a  

^a University of Shenyang Jianzhu   (China)

Author keywords

Factorial experiment design (FED); online signature verification; optimal feature subspace; optimal mother wavelet; stable spectral features

Indexed keywords

NETWORK SECURITY;

FACTORIAL EXPERIMENT; FEATURE SUBSPACE; ON-LINE SIGNATURE VERIFICATION; OPTIMAL MOTHER WAVELET; SPECTRAL FEATURE;

FEATURE EXTRACTION;

EID: 85030130146     PISSN: 21682216     EISSN: 21682232     Source Type: Journal    
DOI: 10.1109/TSMC.2016.2597240     Document Type: Article

References (49)

1. R. Plamondon and S. N. Srihari, "Online and off-line handwriting recognition: A comprehensive survey, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 1, pp. 63-84, Jan. 2000.
2. D. Impedovo and G. Pirlo, "Automatic signature verification: The state of the art, " IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 38, no. 5, pp. 609-635, Sep. 2008.
3. D. Impedovo, G. Pirlo, and R. Plamondon, "Handwritten signature verification: New advancements and open issues, " in Proc. 13th Int. Workshop Front. Handwriting Recognit. (IWFHR), Bari, Italy, Sep. 2012, pp. 367-372.
4. M. A. Ferrer, J. B. Alonso, and C. M. Travieso, "Offline geometric parameters for automatic signature verification using fixed-point arithmetic, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 6, pp. 993-997, Jun. 2005.
5. A. P. Shanker and A. N. Rajagopalan, "Off-line signature verification using DTW, " Pattern Recognit. Lett., vol. 28, no. 12, pp. 1407-1414, 2007.
6. D. Bertolini, L. S. Oliveira, E. Justino, and R. Sabourin, "Reducing forgeries in writer-independent off-line signature verification through ensemble of classifiers, " Pattern Recognit., vol. 43, no. 1, pp. 387-396, 2010.
7. A. K. Jain, F. D. Griess, and S. D. Connell, "On-line signature verification, " Pattern Recognit., vol. 35, no. 12, pp. 2963-2972, 2002.
8. L. Nanni and A. Lumini, "Advanced methods for two-class problem formulation for on-line signature verification, " Neurocomputing, vol. 69, pp. 854-857, Mar. 2006.
9. L. Nanni, E. Maiorana, A. Lumini, and P. Campisi, "Combining local, regional and global matchers for a template protected on-line signature verification system, " Expert Syst. Appl., vol. 37, no. 5, pp. 3676-3684, 2010.
10. D. S. Guru and H. N. Prakash, "Online signature verification and recognition: An approach based on symbolic representation, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 6, pp. 1059-1073, Jun. 2009.
11. H. Lei and V. Govindaraju, "A comparative study on the consistency of features in on-line signature verification, " Pattern Recognit. Lett., vol. 26, no. 15, pp. 2483-2489, 2005.
12. J. Fierrez-Aguilar, L. Nanni, J. Lopez-Peñalba, J. Ortega-Garcia, and D. Maltoni, "An on-line signature verification system based on fusion of local and global information, " in Audio-and Video-Based Biometric Person Authentication. Heidelberg, Germany: Springer-Verlag, 2005, pp. 523-532.
13. W. S. Wijesoma, M. Mingming, and K. W. Yue, "On-line signature verification using a computational intelligence approach, " in Computational Intelligence. Theory and Applications. Heidelberg, Germany: Springer, 2001, pp. 699-711.
14. M. Kawamoto, T. Hamamoto, and S. Hangai, "Improvement of online signature verification system robust to intersession variability, " in Biometric Authentication (LNCS 2359), M. Tistarelli, J. Bigun, and A. K. Jain, Eds. Berlin, Germany: Springer-Verlag, 2002, pp. 168-175.
15. S. Rashidi, A. Fallah, and F. Towhidkhah, "Similarity evaluation of online signatures based on modified dynamic time warping, " Appl. Artif. Intell., vol. 27, no. 7, pp. 599-617, 2013.
16. J. Richiardi, H. Ketabdar, and A. Drygajlo, "Local and global feature selection for on-line signature verification, " in Proc. 8th Int. Conf. Doc. Anal. Recognit. (ICDAR), vol. 2. Seoul, South Korea, 2005, pp. 625-629.
17. A. Shakil, S. M. S. Ahmad, R. B. M. Anwar, and M. A. M. Balbed, "Analysis of the effect of different features' performance on hidden Markov modeling based online and offline signature verification systems, " in Proc. Digit. Image Comput. Technol. Appl. (DICTA), Canberra, ACT, Australia, 2008, pp. 572-577.
18. J. Fierrez-Aguilar, S. Krawczyk, J. Ortega-Garcia, and A. K. Jain, "Fusion of local and regional approaches for on-line signature verification, " in Proc. Int. Conf. Adv. Biometric Recognit. Syst. (IWBRS), Bejing, China, 2005, pp. 188-196.
19. S. Rashidi, A. Fallah, and F. Towhidkhah, "Feature extraction based DCT on dynamic signature verification, " Scientia Iranica, vol. 19, no. 6, pp. 1810-1819, 2012.
20. W. H. Khoh and T. S. Ong, "Score level fusion approach in dynamic signature verification based on hybrid wavelet?Fourier transform, " Security Commun. Netw., vol. 7, no. 7, pp. 1067-1078, 2014.
21. B. Yanikoglu and A. Kholmatov, "Online signature verification using Fourier descriptors, " EURASIP J. Adv. Signal Process., vol. 2009, p. 12, Jan. 2009.
22. I. Nakanishi, N. Nishiguchi, Y. Itoh, and Y. Fukui, "On-line signature verification based on discrete wavelet domain adaptive signal processing, " in Biometric Authentication (Lecture Notes in Computer Science, vol. 3072), D. Zhang and A. K. Jain, Eds. Berlin, Germany: Springer-Verlag, 2004, pp. 584-591.
23. L. Zhang and Z. Wu, "On-line signature verification based on wavelet transform to extract characteristic points, " in Intelligent Computing in Signal Processing and Pattern Recognition. Berlin, Germany: Springer-Verlag, 2006, pp. 1002-1007.
24. L. Nanni and A. Lumini, "A novel local on-line signature verification system, " Pattern Recognit. Lett., vol. 29, no. 5, pp. 559-568, 2008.
25. K. Wang, Y. Wang, and Z. Zhang, "On-line signature verification using wavelet packet, " in Proc. Int. Joint Conf. IEEE Biometrics (IJCB), Washington, DC, USA, 2011, pp. 1-6.
26. L. Brechet, M.-F. Lucas, C. Doncarli, and D. Farina, "Compression of biomedical signals with mother wavelet optimization and best-basis wavelet packet selection, " IEEE Trans. Biomed. Eng., vol. 54, no. 12, pp. 2186-2192, Dec. 2007.
27. N. M. Rajpoot, R. G. Wilson, F. G. Meyer, and R. R. Coifman, "Adaptive wavelet packet basis selection for zerotree image coding, " IEEE Trans. Image Process., vol. 12, no. 12, pp. 1460-1472, Dec. 2003.
28. S. Xiaoyu, W. Yonghui, and L. Fangjun, "Straight lines vector algorithm based on dynamic trace step, " Comput. Eng. Appl., vol. 38, no. 2, pp. 92-93, 2002.
29. J. M. Pascual-Gaspar, M. Faundez-Zanuy, and C. Vivaracho, "Fast online signature recognition based on VQ with time modeling, " Eng. Appl. Artif. Intell., vol. 24, no. 2, pp. 368-377, 2011.
30. S. Rashidi, A. Fallah, and F. Towhidkhah, "Local features analysis of on-line signature using modified distance of DTW, " Int. J. Comput. Methods, vol. 12, no. 3, 2015, Art. no. 1550016.
31. H. Feng and C. C. Wah, "Online signature verification using a new extreme points warping technique, " Pattern Recognit. Lett., vol. 24, no. 16, pp. 2943-2951, 2003.
32. G. K. Gupta and R. C. Joyce, "Using position extrema points to capture shape in on-line handwritten signature verification, " Pattern Recognit., vol. 40, no. 10, pp. 2811-2817, 2007.
33. F.-J. Luan, K. Li, and S.-L. Ma, "The algorithm of online handwritten signature verification based on improved DTW, " Int. J. Model. Identification Control, vol. 10, nos. 1-2, pp. 81-86, 2010.
34. M. Faundez-Zanuy, "On-line signature recognition based on VQ-DTW, " Pattern Recognit., vol. 40, no. 3, pp. 981-992, 2007.
35. D. C. Montgomery, Design and Analysis of Experiments. New York, NY, USA: Wiley, 2008.
36. G. Chandrashekar and F. Sahin, "A survey on feature selection methods, " Comput. Elect. Eng., vol. 40, no. 1, pp. 16-28, 2014.
37. J. Ortega-Garcia et al., "MCYT baseline corpus: A bimodal biometric database, " IEE Proc. Vis. Image Signal Process., vol. 150, no. 6, pp. 395-401, Dec. 2003.
38. D. Y. Yeung et al., "SVC2004: First international signature verification competition, " in Biometric Authentication (LNCS 3072), D. Zhang and A. K. Jain, Eds. Berlin, Germany: Springer-Verlag, 2004, pp. 16-22.
39. J. Canuto and L. L. Lee, "Effectiveness of hölder function for online signature forgery detection, " in Proc. ISSNIP, Brisbane, QLD, Australia, 2010, pp. 199-203.
40. E. Maiorana, P. Campisi, J. Fierrez, J. Ortega-Garcia, and A. Neri, "Cancelable templates for sequence-based biometrics with application to on-line signature recognition, " IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 40, no. 3, pp. 525-538, May 2010.
41. E. A. Rúa and J. L. A. Castro, "Online signature verification based on generative models, " IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 42, no. 4, pp. 1231-1242, Aug. 2012.
42. N. Sae-Bae and N. Memon, "Online signature verification on mobile devices, " IEEE Trans. Inf. Forensics Security, vol. 9, no. 6, pp. 933-947, Jun. 2014.
43. M. López-García, R. Ramos-Lara, O. Miguel-Hurtado, and E. Cantó-Navarro, "Embedded system for biometric online signature verification, " IEEE Trans. Ind. Informat., vol. 10, no. 1, pp. 491-501, Feb. 2014.
44. C. Gruber, T. Gruber, S. Krinninger, and B. Sick, "Online signature verification with support vector machines based on LCSS kernel functions, " IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 4, pp. 1088-1100, Aug. 2010.
45. A. G. Reza, H. Lim, and M. J. Alam, "An efficient online signature verification scheme using dynamic programming of string matching, " in Convergence and Hybrid Information Technology. Berlin, Germany: Springer-Verlag, 2011, pp. 590-597.
46. A. Fallah, M. Jamaati, and A. Soleamani, "A new online signature verification system based on combining Mellin transform, MFCC and neural network, " Digit. Signal Process., vol. 21, no. 2, pp. 404-416, 2011.
47. K. Cpa?ka and M. Zalasiñski, "On-line signature verification using vertical signature partitioning, " Expert Syst. Appl., vol. 41, no. 9, pp. 4170-4180, 2014.
48. W. H. Khoh, T. S. Ong, Y. H. Pang, and A. B. J. Teoh, "Score level fusion approach in dynamic signature verification based on hybrid wavelet-Fourier transform, " Security Commun. Netw., vol. 7, no. 7, pp. 1067-1078, 2014.
49. Y. Liu, Z. Yang, and L. Yang, "Online signature verification based on DCT and sparse representation, " IEEE Trans. Cybern., vol. 45, no. 11, pp. 2498-2511, Nov. 2015.