Multimodal biometric system combining fingerprint and iris at decision level
Subject Areas : Electronics EngineeringFatemeh Keshavarzi 1 , Kaveh Pashaei 2 , Hossein Momenzadeh Haghighi 3
1 - Department of Information Technology Engineering, Bushehr branch, Islamic Azad University, Bushehr,Iran
2 - Department of Information Technology Engineering, Bushehr branch, Islamic Azad University, Bushehr,Iran
3 - Department of Information Technology Engineering, Bushehr branch, Islamic Azad University, Bushehr,Iran
Keywords:
Abstract :
Mono-modal biometric systems, by using only a biometric feature to determine the identity of individuals, we will face some problems such as noisy data, low distinction biometric feature, unacceptable error rates and spoofs attacks. But by using multi-modal biometric systems, we will largely overcome these problems and increase the performance and reliability of biometric identification even more, because these systems in comparison with mono-modal biometric systems have more accuracy and greater security. In this regard, this study combines two common and widely used biometric trait fingerprint and iris at the level of decision-making by using the fuzzy logic method. Therefore we have used CASIA database for iris and FVC2004 database for the fingerprint. Results of tests and studies indicate that the proposed combination of biometric systems has more precision and reliability than mono-modal biometric systems. In the fusion system, the error Type I (FAR) and Type II (FRR), respectively are 0.3% and 1.2%.
[1] Ekramul Hamid Morshedul Arefin, "A Comparative Study on Unimodal and Multimodal Biometric Recognition," International Journal of Innovative Science and Modern Engineering (IJISME), 2014. |
[2] N.Radha Soruba Sree, "A Survey on Fusion Techniques for Multimodal Biometric Identification," International Journal of Innovative Research in Computer and Communication Engineering(IJIRCCE), 2014. |
[3] تینا پورشاهید, راهنمای جامع فنآوری بیومتریک: تشخیص و تایید هویت براساس آخرین تکنولوژیهای زیست سنجی,1393. |
[4] majid mohamadi, mehdi jafary Mohamed abdolahi, "Multimodal Biometric system Fusion Using Fingerprint and Iris with Fuzzy Logic.," IJSCE, 2013. [5] Houda Benaliouche and Mohamed Touahria, "Comparative Study of Multimodal Biometric Recognition by Fusion of Iris and Fingerprint," The Scientific World Journal, p. 13, 2014. |
[6] Anil Jain Arun Ross, "Multimodal biometrics: An overview," International Journal of Advanced Research in Computer Science and Software Engineering, 2004. |
[7] John Daugman, "How Iris Recognition Works?," in International Conference on Image Processing, vol. 1, 2002. |
[8] M. Acheroy Patrick Verlinde, "A Contribution to Multi-Modal Identity Verification Using Decision Fusion," 1999. |
[9] Fellow, Arun Ross, Salil Prabhakar Anil K. Jain and Arun Ross, Salil Prabhakar Fellow, "An Introduction to Biometric Recognition," IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004. |
[10] L. Hong and Y. Kulkarni A. Jain, "A Multimodal Biometric System Using Fingerprint, Face, and Speech," in Proceedings of the International Conference on Audio-Video based Biometric Person Authentication, 1999. |
[11] A. Jain L. Hong, "Integrating faces and fingerprints for personal identification," IEEE Trans. Pattern Analysis and Machine Intelligence, 1998. |
[12] Ujwalla Gawande and Anushree Sapre, Apurva Jain, Sanchita Bhriegu, S , "Fingerprint-Iris Fusion Based Multimodal Biometric System Using Single Hamming Distance Matcher," International Journal of Engineering Inventions, pp. 54-61, 2013. |
[13] Davide et al Maltoni, Handbook of fingerprint recognition., 2009. |
[14] Ma’en Zaid AlRwashdeh Harbi AlMahafzah, A Survey of Multibiometric Systems. |
[15] Arun Ross, Salil Prabhakar Anil K. Jain, "An Introduction to Biometric Recognition," IEEE, 2004. |
[16] N.K. Ratha, and R. Bolle S. Pankanti, "Structure in Errors:A Case Study in Fingerprint Verification," in Pattern Recognition, 2002. |
[17] Fingerprint Database. [Onlinehttp://bias.csr.unibo.it/fvc2004/ |
[18] Maltoni D Maio D., "Direct gray-scale minutiae detection in fingerprints," IEEE Transactions on Pattern Analysis Machine Intelligence, p. 19, 1997. |
[19] Prapti Deshmukh Rupali Telgad, "Computer Aided Technique for Finger Print Image Enhancement and Minutiae Extraction," International Journal of Computer Applications, pp. 9-15, 2013. |
[20] خیرالنساء محققنژاد, ارزیابی و تحلیل الگوریتمهای تایید هویت براساس ادغام در سطح تصمیم مبتنی بر اثر انگشت و عنبیه، 1390. |
[21] OM SRI SATYASAI TATSAT NAIK, Study of finger prints recognition system, 2003. |
[22] S. Chen and A.K. Jain N. Ratha, N. Ratha, S. Chen, and A.K. Jain, "Adaptive Flow Orientation Based Feature Extraction in Fingerprint Images," Pattern Recognition, pp. 1657-1672, 1995. |
[23] Boashash B. Bolse W, "A human identification technique using images of the iris and wavelet transform," IEEE, 1998. |
[24] Wildes R, "Iris recognition: an emerging biometric technology," IEEE , 1997. |
[25] Gifford MM, McCartney DJ, Seal CH Daugman J, "Networked biometrics systems: requirements based on iris ecognition," BT Technol J, 1999. |
[26] امین اله مه آبادی، اصغر میرزایی, "روش نوین تشخیص عنبیه در تعیین هویت," چشم پزشکی بینا, 1387. |
[27] Masek Libor, recognition of human iris patterns for biometrics identification, 2003. |
[28] Chinese Academy of Sciences, Institute of Automation. [Online]. http://biometrics.idealtest.org/ |
[29] هاتف مهرابیان، احمد پورصابری، بابک نجار اعرابی, "تشخیص مرزهای عنبیه در تصویر چشم در سامانه های تشخیص هویت با استفاده از ماسک لاپلاسین و تبدیل هاف" چهارمین کنقرانس ماشین بینایی و پردازش تصویر ایران, 1385. |
[30] majid mohamadi, mehdi jafary Mohamed abdolahi, "Multimodal Biometric system Fusion Using Fingerprint and Iris with Fuzzy Logic.," IJSCE, 2013 [31] S. D. Sapkal R. N. Kankrale, "Template level concatenation Template level concatenation systems," International Journal of Electronics, Communication& Soft Computing Science & Engineerin, 2012. [32] S. R.Nair,H. Balani, N. Pawar, M. Kotpalliwar U.Gawande, "“A high speed frequency based multimodal biometric system using iris and fingerprint," International Journal on Advanced Computer Engineering and Communication Technology, 2012. [33] Anushree Sapre, Apurva Jain, Sanchita Bhriegu, Shruti Sharma Ujwalla Gawande, "Fingerprint-Iris Fusion Based Multimodal Biometric System Using Single Hamming Distance Matcher," International Journal of Engineering Inventions, 2013. [34] Bhavesh Pandya, Bhushan Nemade Vinayak Ashok Bharadi, "Multimodal Biometric Recognition using Iris and Fingerprint," IEEE transactions, 2014. [35] Vishal M. Patel, Nasser M. Nasrabadi, Rama Chellappa S.Sumit, "Joint Sparsity-Based Robust Multimodal Biometrics Recognition," Springer-Verlag Berlin Heidelberg, 2012. [36] R.Wildes, "Iris recognition: An emerging biometric echnology," Proceedings of the IEEE, 1997. [37] D.Zhang W.Kong, "Accurate iris segmentation based," ISIMVSP, 2001. |
[1] Ekramul Hamid Morshedul Arefin, "A Comparative Study on Unimodal and Multimodal Biometric Recognition," International Journal of Innovative Science and Modern Engineering (IJISME), 2014. |
[2] N.Radha Soruba Sree, "A Survey on Fusion Techniques for Multimodal Biometric Identification," International Journal of Innovative Research in Computer and Communication Engineering(IJIRCCE), 2014. |
[3] تینا پورشاهید, راهنمای جامع فنآوری بیومتریک: تشخیص و تایید هویت براساس آخرین تکنولوژیهای زیست سنجی,1393. |
[4] majid mohamadi, mehdi jafary Mohamed abdolahi, "Multimodal Biometric system Fusion Using Fingerprint and Iris with Fuzzy Logic.," IJSCE, 2013. [5] Houda Benaliouche and Mohamed Touahria, "Comparative Study of Multimodal Biometric Recognition by Fusion of Iris and Fingerprint," The Scientific World Journal, p. 13, 2014. |
[6] Anil Jain Arun Ross, "Multimodal biometrics: An overview," International Journal of Advanced Research in Computer Science and Software Engineering, 2004. |
[7] John Daugman, "How Iris Recognition Works?," in International Conference on Image Processing, vol. 1, 2002. |
[8] M. Acheroy Patrick Verlinde, "A Contribution to Multi-Modal Identity Verification Using Decision Fusion," 1999. |
[9] Fellow, Arun Ross, Salil Prabhakar Anil K. Jain and Arun Ross, Salil Prabhakar Fellow, "An Introduction to Biometric Recognition," IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2004. |
[10] L. Hong and Y. Kulkarni A. Jain, "A Multimodal Biometric System Using Fingerprint, Face, and Speech," in Proceedings of the International Conference on Audio-Video based Biometric Person Authentication, 1999. |
[11] A. Jain L. Hong, "Integrating faces and fingerprints for personal identification," IEEE Trans. Pattern Analysis and Machine Intelligence, 1998. |
[12] Ujwalla Gawande and Anushree Sapre, Apurva Jain, Sanchita Bhriegu, S , "Fingerprint-Iris Fusion Based Multimodal Biometric System Using Single Hamming Distance Matcher," International Journal of Engineering Inventions, pp. 54-61, 2013. |
[13] Davide et al Maltoni, Handbook of fingerprint recognition., 2009. |
[14] Ma’en Zaid AlRwashdeh Harbi AlMahafzah, A Survey of Multibiometric Systems. |
[15] Arun Ross, Salil Prabhakar Anil K. Jain, "An Introduction to Biometric Recognition," IEEE, 2004. |
[16] N.K. Ratha, and R. Bolle S. Pankanti, "Structure in Errors:A Case Study in Fingerprint Verification," in Pattern Recognition, 2002. |
[17] Fingerprint Database. [Onlinehttp://bias.csr.unibo.it/fvc2004/ |
[18] Maltoni D Maio D., "Direct gray-scale minutiae detection in fingerprints," IEEE Transactions on Pattern Analysis Machine Intelligence, p. 19, 1997. |
[19] Prapti Deshmukh Rupali Telgad, "Computer Aided Technique for Finger Print Image Enhancement and Minutiae Extraction," International Journal of Computer Applications, pp. 9-15, 2013. |
[20] خیرالنساء محققنژاد, ارزیابی و تحلیل الگوریتمهای تایید هویت براساس ادغام در سطح تصمیم مبتنی بر اثر انگشت و عنبیه، 1390. |
[21] OM SRI SATYASAI TATSAT NAIK, Study of finger prints recognition system, 2003. |
[22] S. Chen and A.K. Jain N. Ratha, N. Ratha, S. Chen, and A.K. Jain, "Adaptive Flow Orientation Based Feature Extraction in Fingerprint Images," Pattern Recognition, pp. 1657-1672, 1995. |
[23] Boashash B. Bolse W, "A human identification technique using images of the iris and wavelet transform," IEEE, 1998. |
[24] Wildes R, "Iris recognition: an emerging biometric technology," IEEE , 1997. |
[25] Gifford MM, McCartney DJ, Seal CH Daugman J, "Networked biometrics systems: requirements based on iris ecognition," BT Technol J, 1999. |
[26] امین اله مه آبادی، اصغر میرزایی, "روش نوین تشخیص عنبیه در تعیین هویت," چشم پزشکی بینا, 1387. |
[27] Masek Libor, recognition of human iris patterns for biometrics identification, 2003. |
[28] Chinese Academy of Sciences, Institute of Automation. [Online]. http://biometrics.idealtest.org/ |
[29] هاتف مهرابیان، احمد پورصابری، بابک نجار اعرابی, "تشخیص مرزهای عنبیه در تصویر چشم در سامانه های تشخیص هویت با استفاده از ماسک لاپلاسین و تبدیل هاف" چهارمین کنقرانس ماشین بینایی و پردازش تصویر ایران, 1385. |
[30] majid mohamadi, mehdi jafary Mohamed abdolahi, "Multimodal Biometric system Fusion Using Fingerprint and Iris with Fuzzy Logic.," IJSCE, 2013 [31] S. D. Sapkal R. N. Kankrale, "Template level concatenation Template level concatenation systems," International Journal of Electronics, Communication& Soft Computing Science & Engineerin, 2012. [32] S. R.Nair,H. Balani, N. Pawar, M. Kotpalliwar U.Gawande, "“A high speed frequency based multimodal biometric system using iris and fingerprint," International Journal on Advanced Computer Engineering and Communication Technology, 2012. [33] Anushree Sapre, Apurva Jain, Sanchita Bhriegu, Shruti Sharma Ujwalla Gawande, "Fingerprint-Iris Fusion Based Multimodal Biometric System Using Single Hamming Distance Matcher," International Journal of Engineering Inventions, 2013. [34] Bhavesh Pandya, Bhushan Nemade Vinayak Ashok Bharadi, "Multimodal Biometric Recognition using Iris and Fingerprint," IEEE transactions, 2014. [35] Vishal M. Patel, Nasser M. Nasrabadi, Rama Chellappa S.Sumit, "Joint Sparsity-Based Robust Multimodal Biometrics Recognition," Springer-Verlag Berlin Heidelberg, 2012. [36] R.Wildes, "Iris recognition: An emerging biometric echnology," Proceedings of the IEEE, 1997. [37] D.Zhang W.Kong, "Accurate iris segmentation based," ISIMVSP, 2001. |