Title :
A Template Protection Scheme For Statistic Feature-based 2D Face Recognition
Author :
Wang, Qianwen ; Huang, Wenjun ; Niu, Xiamu ; Jiang, Xiuzhan
Author_Institution :
Inf. Countermeasure Inst. of Technol., Harbin Inst. of Technol., Harbin
Abstract :
The security of biometric template is important for a biometric system´s privacy and security. In a traditional biometric system, the template is saved directly in a reference database. This results in a series of security and privacy risks, which limits the development of biometric recognition technique. This paper provides a template protection scheme that is suit for statistic feature-based algorithm, which has been widely used in face recognition. The core idea of the scheme is the match between template and tested feature by using Hash function. The scheme includes the following four parts, which are feature extraction, primary components selection, quantization and error correction coding, to eliminate the contradiction between the fuzziness of the biometric information and the sensitiveness of the hash function, and the contradiction between the short feature vector obtained by statistic feature extraction algorithm and the system security. The proposed scheme has been applied to 2D face recognition, the analysis demonstrated the security of the scheme and the simulation results showed the feasibility of the scheme.
Keywords :
biometrics (access control); cryptography; data privacy; error correction codes; face recognition; feature extraction; security of data; statistical analysis; 2D face recognition; biometric recognition technique; error correction coding; hash function; ofbiometric template security; primary components selection; privacy risks; quantization; reference database; security risks; statistic feature extraction; statistic feature-based scheme; template protection; Biometrics; Data security; Face recognition; Feature extraction; Information security; Privacy; Protection; Spatial databases; Statistics; Testing; Fisherface; Fuzzy Commitment Scheme; Primary Components Selection; Quantization; Template Protection;
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing, 2008. IIHMSP '08 International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-0-7695-3278-3
DOI :
10.1109/IIH-MSP.2008.223