Cuckoo Search based Optimization for Multimodal Biometrics (Signature, Speech and Palmprint)
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10.5120/18852-0399 |
Harjinder Kaur and Gaganpreet Kaur. Article: Cuckoo Search based Optimization for Multimodal Biometrics (Signature, Speech and Palmprint). International Journal of Computer Applications 107(18):28-32, December 2014. Full text available. BibTeX
@article{key:article,
author = {Harjinder Kaur and Gaganpreet Kaur},
title = {Article: Cuckoo Search based Optimization for Multimodal Biometrics (Signature, Speech and Palmprint)},
journal = {International Journal of Computer Applications},
year = {2014},
volume = {107},
number = {18},
pages = {28-32},
month = {December},
note = {Full text available}
}
Abstract
Biometric system based on unimodel biometrics are not able to meet the desired performance requirements for security purpose due to problems such as intra-class variations, noisy data, unacceptable error rates and low performance. Multimodal biometrics refers to the use of two or more biometrics modalities in a single identification system. The combination of different modalities is used to improve the recognition accuracy. In this proposed work, for identification based multimodal offline signature verification system, speech verification system and palmprint are combined to enhance the security and accuracy. Signature and speech are naturally produced and palmprint cannot be changed or lost. SIFT is used to extract the features of offline signature, MFCC is used to extract the features of speech and ASM is used to extract the features of palmprint. Using a technique named sum rule uses fusion at feature level in this work. To enhance the accuracy the nature based Cuckoo Search Algorithm is used to extract the best values as optimization technique. The experimental results demonstrated that the proposed multimodal biometrics system achieves a recognition accuracy of 100% with false rejection rate (FRR) of = 0. 0% & false acceptance rate (FAR) of = 0. 0%.
References
- Lu, Lu. , Xiaoxun, Zhang. , Youdong, Zhao. , Yunde, Jia, 2006. "Ear Recognition based on Statstical Shaped Model", proc. of the First International Conference on Innovative Computing, Information and Control (ICICIC'06) 0-7695-2616- IEEE.
- Kartik, P. , Prasad, Prasana, Mahadeva. , 2008. "Noise Robust Multimodel Biometric Person Authentication System using Face, Speech and Signature Features" proc. of IEEE,pp. 978-1-4244-2746.
- Rodriguez. , Puente. , Crespo Garacia, A. , Lara, poza. , Mezcua, Rui. z, 2008. "Study of Different Fusion Techniques for Multimodal Biometric Authentication" proc. of IEEE, pp. 666-671.
- Jang, Changhyuk. , Jung, Keechul. , 2008. "Human Pose Estimation using Active Shape Model", proc. of World Academy of Science Engineering and Technology.
- Hu, Junlin. , Xue, Yanxue. , Zhao, Yongwei. , Lu, Jiwen, 2008. "Palmprint Recognition Based on Multiple Feature Information Fusion" proc. of IEEE, 978-1-4244-2179-4/08.
- Kisku, Ranjan, Dakshina. , Rattani, Ajita. , Gupta, Phalguni. , Sing, Kanta, Jamuna. , "Biometric Sensor Image Fusion for Identity Verification: A Case Study with Wavelet-based Fusion Rules and Graph matching" proc. of IEEE 978-1-4244-4179-2/09.
- Kaur, Mandeep. , Girdhar, Akshay. , Kaur, Manavjeet. , 2010. "Multimodal Boimetric system using Speech and Signature modalities" Proc. Of International journal of computer applications, vol. 5-No. 12, pp. 13-16.
- Yang, X,S. , Deb, S. , 2010. "Engineering Optimization by Cuckoo Search" proc. of Int. j. Mathematical modeling and numerical optimization, vol. 1, No. 4, 330-343.
- Kim, Dong-Ju. , Chung, Kwang-Woo. , and Hong, Kwang-Seok. , 2010. "Person Authentication using Face, Teeth and Voice Modalities for Mobile Device Security", proc. of IEEE, vol. 56, No. 4, pp. 2678-2685.
- Elumalai, K. , Kannan, M. , Soliman, Hassan. , 2011. "Multimodal Authentication for High End Security" Proc. of International Journal on Computer Science and Engineering (IJCSE) ISSN: 0975-3397, vol. 3 No. 2.
- Y, K, Rajput. , Melissa, Amanna. , Mankhush, Jagwat. , Mayank Sharma, 2011. "Palmprint Recognition using Image Processing" in proc. of vol. 3 ISSN (09743-3375).
- Nagar, Abhishek. , Nandakumar, Karthik. , Jain, K, Anil. , 2012. "Multibiometric Cryptosystems Based on Feature-Level Fusion"proc. of IEEE Transactions on Information Forensics and Security, vol. 7,No. 1.
- Tiwari, Vipinkumar, 2012. "Face Rocognition based on Cuckoo Search algorithm", proc. of Indian Journal of Computer Science and Engineering ISSN: 0976-5166, vol. 3No. 3.
- Nakagawa. Seiichi. , wang, Longbia. . , Ohtsuka, Shinji. , 2012. " Speaker Identification and Verification By combining MFCC and Phase Information" in proc. of IEEE Transactions on Audio, Speech, and Language vol. 20,No. 4.
- Patil, B, Savitri 2012. "A Study of Biometric, Multimodal Biometric Systems: Fusion Techniques, Applications and Challenges" IJCST vol. 3, Issue 1.
- Kaur, Sandeep. , Kaur, Gaganpreet, 2013. "Optimized Palm Recognition using Cuckoo search Algorithm", proc. of International Journal of Advance Research in Computer and Engineering vol. 2, Issue 11.
- Kaur, Harjinder. , Bhatial, kaur, Amandeep. , 2013. "Security and Privacy in Biometrics: A Review", proc. of vol. 1, Isssue-2, ISSN No. 2320-7639.
- Sood, Monica. , Kaur, Gurline. , 2013. "Speaker Recognition Based On Cuckoo Search Algorithm" proc. of International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, vol. 2, Issue-5.
- Kaur, Dapinder. , Kaur, Gaganpreet. , Singh, Dheerendra. , 2013. "Efficient and Robust Multimodel biometric System for Feature level fusion (Speech and signature)" proc. of International Journal of Computer applications (0975-8887) vol. 75- N0. 5.
- Jain, K, Anil. , Hong,L. , Kulkarni,Y. , "A Multimodal Biometric System using Fingerprint, Face and Speech" in proceedings of second international conference on AVBPA,pp. 182-187.
- Solliman, Hassan. , Mohamed, Saber, Abdelnasser. , Atwan, Ahmed, "Feature level Fusion of Palm veins and signature Boimetrics" in proc. of video and image processing and network security, vol. 12 No. 01 28.