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Published bySurya Sudirman Modified over 6 years ago
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Privacy-Preserving Multibiometric Authentication in Cloud
FACULTY OF ENGINEERING COSIC Privacy-Preserving Multibiometric Authentication in Cloud Authors: Christina-Angeliki Toli, Abdelrahaman Aly and Bart Preneel KU Leuven, ESAT/COSIC and imec Euro S&P 2017 2nd IEEE European Symposium on Security and Privacy Paris, France 27 April 2017
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Motivation Cloud-based biometric applications
Privacy-by-design approaches Link the pattern recognition area with applied crypto Biometrics integration is still an “open problem” Addressing the topic from a multimodal perspective, taking into account impacts on performance Secure Multiparty Computation (MPC)
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Layout Figure: Multimodal Biometric Authentication in Cloud Environment
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Contribution Re-use the prior stored unimodal templates, avoiding the auxiliary temporary or permanent storage A user-specific performance-dependent weighted score level fusion strategy MPC protocols for cloud in a privacy-preserving decentralized manner Threats from parties with competing interest, collusion models, security and privacy perspectives Entity learns only the {0,1} value of the final result
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Resutls Authentication/identification by setting up a FAR or FRR-dependent fusion The operation is dynamic Stored templates, matching, normalized and fusion scores are inaccessible Privacy of user's information from the output party Limitation: Identification is time-consuming processes Future work: Fusion accuracy, computational and communication complexity and efficiency
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Thank you for your attention !
Contact : Thank you for your attention ! Christina-Angeliki Toli
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