A discriminant binarization transform using genetic algorithm and error-correcting output code for face template protection

Sara Nazari1, Mohammad Shahram Moin2, Hamidreza Rashidy Kanan3
1Faculty of Computer and Information Technology Engineering, Qazvin Branch, Islamic Azad University, Qazvin, Iran
2Faculty of Information Technology, ICT Research Institute, Tehran, Iran
3Department of Computer engineering, Shahid Rajaee Teacher Training University, Tehran, Iran

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Adler A (2004) Images can be regenerated from quantized biometric match score data. In: Proceedings Canadian conference on electrical and computer engineering, Ontario, Canada, pp 469–472

Galbally J, McCool C, Fierrez J, Marcel S, Ortega-Garcia J (2010) On the vulnerability of face verification systems to hill-climbing attacks. Pattern Recognit 43(3):1027–1038

Hill C (2001) Risk of Masquerade arising from the storage of biometrics. B.S. Thesis, Australian National University, Canberra

Adler A (2005) Vulnerabilities in biometric encryption systems. In: Proceedings of IEEE International conference on audio- and video-based biometric person authentication, vol 3546. Springer, Berlin, Heidelberg, pp 1100–1109

Jain AK, Nandakumar K, Nagar A (2008) Biometric template security. EURASIP J  Adv  Signal Process 2008:1–17

Nagar A (2012) Biometric template security. PhD Dissertation, University of Michigan

Dworkin MJ, Barker EB, Nechvatal JR, Foti J, Bassham LE, Roback E, Dray JF Jr (2001) Advanced encryption standard. Federal Inf. Process. Stds. (NIST FIPS). US Department of Commerce, Washington DC

Patel VM, Ratha NK, Chellappa R (2015) Cancelable biometrics: a review. IEEE Signal Process Mag 32(5):54–65

Rathgeb C, Uhl A (2011) A survey on biometric cryptosystems and cancelable biometrics. EURASIP J Inf Secur 2011:3. doi:https://doi.org/10.1186/1687-417X-2011-3

Nazari S, Moin MS, Rashidykanan H (2014) Cancelable face using chaos permutation. In: 7th International symposium on telecommunications (IST), Tehran, Iran, pp 7–10

Teoh A, Yip W, Toh K (2010) Cancellable biometrics and user dependent multi-state discretization in biohash. Pattern Anal Appl 13(3):301–307

Munaga VNKP, Santhosh Kumar C (2014) Fingerprint template protection using multiline neighboring relation. Expert Syst Appl 41(14):6114–6122

Wang S, Hu J (2016) A blind system identification approach to cancelable fingerprint templates. Pattern Recognit 54:14–22

Zhe J, Meng-Hui L, Andrew B, Jin T, Bok-Min G (2014) A non-invertible randomized graph-based Hamming embedding for generating cancelable fingerprint template. Pattern Recognit Lett 42:137–147

Harkeerat K, Pritee K (2015) Gaussian random projection based non-invertible cancelable biometric templates. Procedia Comput Sci 54:661–670

Savvides M, Kumar BVK, Khosla PK (2004) Cancelable biometric filters for face recognition. In: Proceedings of international conference on pattern recognition, vol 3, pp 922–925

Feng YC, Yuen PC, Jain AK (2010) A hybrid approach for generating secure and discriminating face template. IEEE Trans Inf Forensics Secur 5(1):103–117

Feng YC, Yuen PC (2012) Binary discriminant analysis for generating binary face template. IEEE Trans Inf Forensics Secur 7(2):613–624

Hamouda E, Ouda O, Yuan X, Hamza T (2016) Optimizing discriminability of globally binarized face templates. Arab J Sci Eng 41(8):2837–2846

Juels A, Wattenberg M (1999) A fuzzy commitment scheme. In: Proceedings of the 6th ACM conference on computer and communications security (CCS’99), New York, pp 28–36

Li P, Yang X, Qiao H, Cao K, Liu E, Tian J (2012) An effective biometric cryptosystem combining fingerprints with error correction codes. Expert Syst Appl 39(7):6562–6574

Van Der Veen M, Kevenaar T, Schrijen G, Akkermans TH, Zuo F (2006) Face biometrics with renewable templates. In: Proceedings of SPIE, security, steganography, and watermarking of multimedia contents, San Jose, vol 6072, pp 205–216

Nandakumar K, Jain AK, Pankanti S (2007a) Fingerprint-based fuzzy vault: implementation and performance. IEEE Trans Inf Forensics and Secur 2(4):744–757

Nandakumar K, Nagar A, Jain AK (2007b) Hardening fingerprint fuzzy vault using password. In: By SW, Lee, Li SZ (eds) Advances in biometrics. Lecture notes in computer science. vol 4642. Springer, pp 927–937

Sutcu Y, Li Q, Memon N (2007) Protecting biometric templates with sketch: theory and practice. IEEE Trans Inf Forensics Secur 2(3):503–511

Álvarez Mariñ R, Hernández Álvarez F, Hernández Encinas L (2012) A crypto-biometric scheme based on iris-templates with fuzzy extractors. Inf Sci 195:91–102

Dodis Y, Ostrovsky R, Reyzin L, Smith A (2004) Fuzzy extractors: how to generate strong keys from biometrics and other noisy data. Lecture Note Comput Sci 3027:523–540

Hall J (2003) Notes on coding theory. Michigan State University, East Lansing

Berlekamp ER (1968) Algebraic coding theory. McGraw Hill, New York

Dietterich TG, Bakiri G (1995) Solving multiclass learning problems via error-correcting output codes. J Artif Intell Res 2:236–286

Rifkin R, Klautau A (2004) In defense of one-vs.-all classification. J Mach Learn Res 5:101–141

Allwein EL, Schapire RE, Singer Y (2002) Reducing multiclass to binary: a unifying approach for margin classifiers. J Mach Learn Res 1:113–141

Escalera S, Pujol O, Radeva P (2010) Error-correcting output codes library. J Mach Learn Res 11:661–664

Escalera S, Pujol O, Radeva P (2008) On the decoding process in ternary error-correcting output codes. IEEE Trans Pattern Anal Mach Intell 32(1):120–134

Escalera S, Pujol O, Radeva P (2009) Separability of ternary codes for sparse designs of error-correcting output codes. Pattern Recognit Lett 30(3):285–297

Goldberg DE (2006) Genetic algorithms. Pearson Education, New Delhi

Chen C, Veldhuis R, Kevenaar T, Akkermans A (2009) Biometric quantization through detection rate optimized bit allocation. EURASIP J Adv Signal Process 1:784–834

Kevenaar TAM, Schrijen GJ, Veen M, Akkermans AHM (2005) Face recognition with renewable and privacy preserving binary templates. In: Proceedings of IEEE workshop on automatic identification advanced technologies, Buffalo, NY, USA, pp 21–26

Lim M, Teoh A, Toh K (2011) An analysis on equal width quantization and linearly separable sub-code encoding-based discretization and its performance resemblances. EURASIP J Adv Signal Process 82

Chang EC, Roy S (2007) Robust extraction of secret bits from minutiae. In: Lee SW, Li SZ (eds) Advances in biometrics, ICB 2007. Lecture notes in computer science, vol 4642. Springer, Berlin, Heidelberg, pp 750–759

Pandey RK, Zhou Y, Kota BU, Govindaraju V (2016) Deep secure encoding for face template protection. In: IEEE conference on computer vision and pattern recognition workshops (CVPRW), Las Vegas, NV, USA, pp 9–15

Shinde SS, Khedkar AP (2014) A novel scheme for generating secure face templates using binary discriminant analysis. Signal Image Process 5(1):41–53

Nazari S, Moin MS, Rashidykanan H (2016) A face template protection approach using chaos and GRP permutation. Secur Commun Netw 9(18):4957–4972

Sim T, Baker S, Bsat M (2003) The CMU pose, illumination, and expression database. IEEE Trans Pattern Anal Mach Intell 25(12):1615–1618

Lee K, Ho J, Kriegman D (2005) Acquiring linear subspaces for face recognition under variable lighting. IEEE Trans Pattern Anal Mach Intell 27(5):684–698

Thomaz CE, Giraldi GA (2010) A new ranking method for principal components analysis and its application to face image analysis. Image Vision Comput 28(6):902–913. http://fei.edu.br/~cet/facedatabase.html

Turk M, Pentland A (1991) Eigenfaces for recognition. J Cognit Neuro Sci 3(1):71–86

Belhumeur PN, Hespanha JP, Kriegman DJ (1997) Eigenfaces vs. Fisherfaces: recognition using class specific linear projection. IEEE Trans Pattern Anal Mach Intell (Pami) 19(7):711–720

Kelkboom EJC, Breebaart J, Kevenaar TAM, Buhan I, Veldhuis RNJ (2011) Preventing the decodability attack based cross-matching in a fuzzy commitment scheme. IEEE Trans Inf Forensics Secur 6(1):107–121

Rathgeb C, Uhl A (2012) Statistical attack against fuzzy commitment scheme. IET Biom 1(2):94–104