DocumentCode
2162163
Title
A 3-layer coding scheme for biometry template protection based on spectral minutiae
Author
Shao, Xiaoying ; Xu, Haiyun ; Veldhuis, Raymond N J ; Slump, Cornelis H.
Author_Institution
Univ. of Twente, Enschede, Netherlands
fYear
2011
fDate
22-27 May 2011
Firstpage
1948
Lastpage
1951
Abstract
Spectral Minutiae (SM) representation enables the combination of minutiae-based fingerprint recognition systems with template protection schemes based on fuzzy commitment, but it requires error-correcting codes that can handle high bit error rates (i.e. above 40%). In this paper, we propose a 3-Layer coding scheme based on erasure codes for the SM-based biometric recognition system. Our approach is inspired by the fact that the Packet Error Rate (PER) is proportional to the Bit Error Rate (BER). Each packet is encoded by an Error Detection Code (EDC) and an Error Correction Code (ECC). The packet can only survive if it successfully passes the ECC and EDC decoder. With the erasure code, the system can reconstruct the secret key by only using the survived packets. By applying SM to the FVC2000-DB2 fingerprint database, the unprotected system achieves an EER of around 6% while our proposed coding scheme reaches an EER of approximately 6.5% with a 1032-bit secret key.
Keywords
error correction codes; error detection codes; error statistics; fingerprint identification; fuzzy set theory; image coding; BER; ECC decoder; EDC decoder; FVC2000-DB2 fingerprint database; PER; biometry template protection scheme; bit error rates; error detection code; error-correcting codes; fuzzy commitment; minutiae-based fingerprint recognition systems; packet error rate; spectral minutiae representation; three-layer coding scheme; word length 1032 bit; Bit error rate; Decoding; Encoding; Error correction; Error correction codes; Hamming distance; Magnetic resonance;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5946890
Filename
5946890
Link To Document