Conference Paper2012

Profound impact of artificial neural networks and Gaussian SVM kernel on distinctive feature set for offline signature verification

Sheikh Faisal Miskhat, Mahmud Ridwan, Ehtesham Chowdhury, Saami Rahman, M Ashraful Amin

2012 International Conference on Informatics, Electronics & Vision (ICIEV)

IEEE, pp. 940–945

DOI: 10.1109/iciev.2012.6317439URL

CCDS Authors

M Ashraful Amin, PhD

M Ashraful Amin, PhD

Founder DirectorDirector, Artificial Intelligence & Machine Learning WingDirector, Human-Computer Interaction WingDirector, Data Science Wing

References

  1. 1.Réjean Plamondon, G Lorette. (1989). Automatic signature verification and writer identification — the state of the art. Pattern Recognition, 22(2), 107–131[10.1016/0031-3203(89)90059-9]
  2. 2.Haris Baltzakis, N. Papamarkos. (2001). A new signature verification technique based on a two-stage neural network classifier. Engineering Applications of Artificial Intelligence, 14(1), 95–103[10.1016/s0952-1976(00)00064-6]
  3. 3.Edson Justino, Flávio Bortolozzi, Robert Sabourin. (2004). A comparison of SVM and HMM classifiers in the off-line signature verification. Pattern Recognition Letters, 26(9), 1377–1385[10.1016/j.patrec.2004.11.015]
  4. 4.Andrew J. Viterbi. (2006). A personal history of the Viterbi algorithm. IEEE Signal Processing Magazine, 23(4), 120–142[10.1109/msp.2006.1657823]
  5. 5.Yuan Yan Tang, Tao Yu, Ernest C.M. Lam. (2002). New method for feature extraction based on fractal behavior. Pattern Recognition, 35(5), 1071–1081[10.1016/s0031-3203(01)00095-4]
  6. 6.Marc Parizeau, Réjean Plamondon. (1990). A comparative analysis of regional correlation, dynamic time warping, and skeletal tree matching for signature verification. IEEE Transactions on Pattern Analysis and Machine Intelligence, 12(7), 710–717[10.1109/34.56215]
  7. 7.Yingyong Qi, Bobby R. Hunt. (1994). Signature verification using global and grid features. Pattern Recognition, 27(12), 1621–1629[10.1016/0031-3203(94)90081-7]
  8. 8.Jean-Pierre Drouhard, Robert Sabourin, M. Godbout. (1996). A neural network approach to off-line signature verification using directional PDF. Pattern Recognition, 29(3), 415–424[10.1016/0031-3203(95)00092-5]
  9. 9.Mohamed A. Ismail, Samia Gad. (2000). Off-line arabic signature recognition and verification. Pattern Recognition, 33(10), 1727–1740[10.1016/s0031-3203(99)00047-3]
  10. 10.Ke Han, Ishwar K. Sethi. (1996). Handwritten signature retrieval and identification. Pattern Recognition Letters, 17(1), 83–90[10.1016/0167-8655(95)00094-1]
  11. 11.Vahid Kiani, Reza Pourreza Shahri, Hamid Reza Pourreza. (2009). Offline Signature Verification Using Local Radon Transform and Support Vector Machines. The International Journal of Sport and Society, 3
  12. 12.H. B. Kekre, Vinayak Ashok Bharadi. (2010). Off-Line Signature Recognition Systems. International Journal of Computer Applications, 1(27), 61–70[10.5120/499-815]
  13. 13.Ahmad Puad Ismail, Mohamed A. Ramadan, Talaat S. El‐Danaf, Ahmed H. Samak. (2011). An efficient offline signature identification method based on Fourier Descriptor and chain codes. International Journal of Biomedical Engineering and Technology, 5(1), 1[10.1504/ijbet.2011.038469]
  14. 14.Qun Chang, Qingcai Chen, Xiaolong Wang. (2006). Scaling Gaussian RBF kernel width to improve SVM classification. , 1, 19–22[10.1109/icnnb.2005.1614559]
  15. 15.Xuhong Xiao, Graham Leedham. (2002). Signature verification using a modified Bayesian network. Pattern Recognition, 35(5), 983–995[10.1016/s0031-3203(01)00088-7]
  16. 16.Tonphong Kaewkongka, Kosin Chamnongthai, Bundit Thipakorn. (2003). Off-line signature recognition using parameterized Hough transform. , 1, 451–454[10.1109/isspa.1999.818209]
  17. 17.Shashi Kumar, K B Raja, R.K. Chhotaray, Sabyasachi Pattanaik. (2010). Off-line Signature Verification Based on Fusion of Grid and Global Features Using Neural Networks.
  18. 18.Kshitij Sisodia, S. Mahesh An. (2013). Off-line Handwritten Signature Verification using Artificial Neural Network Classifier.
  19. 19.Mehdi Radmehr, Seyed Mahmoud Anisheh, Mohsen Nikpour, Abbas Yaseri. (2011). Designing an Offline Method for Signature Recognition.
  20. 20.Cemil Öz, Fikret Erçal, Zafer Demir. (2003). Signature recognition and verification with ANN.
  21. 21.Omid Mirzaei, Hassan Irani, Hamid Reza Pourreza. (2011). Offline Signature Recognition using Modular Neural Networks with Fuzzy Response Integration.
  22. 22.Zhong-Hua Quan, De-Shuang Huang, Kunhong Liu, Kwok‐wing Chau. (2007). A Hybrid HMM/ANN Based Approach for Online Signature Verification. IEEE International Conference on Neural Networks/IEEE ... International Conference on Neural Networks, 402–405[10.1109/ijcnn.2007.4370990]
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