FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3201764260> ?p ?o ?g. }

• W3201764260 endingPage "134" @default.
• W3201764260 startingPage "117" @default.
• W3201764260 abstract "This paper proposes PolyProtect, a method for protecting the sensitive face embeddings that are used to represent people's faces in neural-network-based face verification systems. PolyProtect transforms a face embedding to a more secure template, using a mapping based on multivariate polynomials parameterised by user-specific coefficients and exponents. In this work, PolyProtect is evaluated on two open-source face recognition systems in a cooperative-user mobile face verification context, under the toughest threat model that assumes a fully-informed attacker with complete knowledge of the system and all its parameters. Results indicate that PolyProtect can be tuned to achieve a satisfactory trade-off between the recognition accuracy of the PolyProtected face verification system and the irreversibility of the PolyProtected templates. Furthermore, PolyProtected templates are shown to be effectively unlinkable, especially if the user-specific parameters employed in the PolyProtect mapping are selected in a non-naive manner. The evaluation is conducted using practical methodologies with tangible results, to present realistic insight into the method's robustness as a face embedding protection scheme in practice. This work is fully reproducible using the publicly available code at: https://gitlab.idiap.ch/bob/bob.paper.polyprotect_2021." @default.
• W3201764260 created "2021-10-11" @default.
• W3201764260 creator A5016330764 @default.
• W3201764260 creator A5030000270 @default.
• W3201764260 date "2022-01-01" @default.
• W3201764260 modified "2023-09-27" @default.
• W3201764260 title "Towards Protecting Face Embeddings in Mobile Face Verification Scenarios" @default.
• W3201764260 cites W1502843299 @default.
• W3201764260 cites W2122702209 @default.
• W3201764260 cites W2475576463 @default.
• W3201764260 cites W2777595189 @default.
• W3201764260 cites W2798724621 @default.
• W3201764260 cites W2886065796 @default.
• W3201764260 cites W2900795375 @default.
• W3201764260 cites W2922398519 @default.
• W3201764260 cites W2947893277 @default.
• W3201764260 cites W2954385999 @default.
• W3201764260 cites W2963812294 @default.
• W3201764260 cites W2969883896 @default.
• W3201764260 cites W2999311856 @default.
• W3201764260 cites W3043238636 @default.
• W3201764260 cites W3083350787 @default.
• W3201764260 cites W3117179106 @default.
• W3201764260 cites W3120660402 @default.
• W3201764260 cites W3157512872 @default.
• W3201764260 cites W3160027900 @default.
• W3201764260 cites W4240995295 @default.
• W3201764260 doi "https://doi.org/10.1109/tbiom.2022.3140472" @default.
• W3201764260 hasPublicationYear "2022" @default.
• W3201764260 type Work @default.
• W3201764260 sameAs 3201764260 @default.
• W3201764260 citedByCount "3" @default.
• W3201764260 countsByYear W32017642602022 @default.
• W3201764260 countsByYear W32017642602023 @default.
• W3201764260 crossrefType "journal-article" @default.
• W3201764260 hasAuthorship W3201764260A5016330764 @default.
• W3201764260 hasAuthorship W3201764260A5030000270 @default.
• W3201764260 hasBestOaLocation W32017642602 @default.
• W3201764260 hasConcept C104317684 @default.
• W3201764260 hasConcept C107457646 @default.
• W3201764260 hasConcept C119857082 @default.
• W3201764260 hasConcept C136764020 @default.
• W3201764260 hasConcept C144024400 @default.
• W3201764260 hasConcept C151730666 @default.
• W3201764260 hasConcept C153180895 @default.
• W3201764260 hasConcept C154945302 @default.
• W3201764260 hasConcept C177264268 @default.
• W3201764260 hasConcept C185592680 @default.
• W3201764260 hasConcept C186967261 @default.
• W3201764260 hasConcept C199360897 @default.
• W3201764260 hasConcept C2776760102 @default.
• W3201764260 hasConcept C2779304628 @default.
• W3201764260 hasConcept C2779343474 @default.
• W3201764260 hasConcept C31510193 @default.
• W3201764260 hasConcept C36289849 @default.
• W3201764260 hasConcept C41008148 @default.
• W3201764260 hasConcept C41608201 @default.
• W3201764260 hasConcept C4641261 @default.
• W3201764260 hasConcept C55493867 @default.
• W3201764260 hasConcept C63479239 @default.
• W3201764260 hasConcept C80444323 @default.
• W3201764260 hasConcept C82714645 @default.
• W3201764260 hasConcept C86803240 @default.
• W3201764260 hasConceptScore W3201764260C104317684 @default.
• W3201764260 hasConceptScore W3201764260C107457646 @default.
• W3201764260 hasConceptScore W3201764260C119857082 @default.
• W3201764260 hasConceptScore W3201764260C136764020 @default.
• W3201764260 hasConceptScore W3201764260C144024400 @default.
• W3201764260 hasConceptScore W3201764260C151730666 @default.
• W3201764260 hasConceptScore W3201764260C153180895 @default.
• W3201764260 hasConceptScore W3201764260C154945302 @default.
• W3201764260 hasConceptScore W3201764260C177264268 @default.
• W3201764260 hasConceptScore W3201764260C185592680 @default.
• W3201764260 hasConceptScore W3201764260C186967261 @default.
• W3201764260 hasConceptScore W3201764260C199360897 @default.
• W3201764260 hasConceptScore W3201764260C2776760102 @default.
• W3201764260 hasConceptScore W3201764260C2779304628 @default.
• W3201764260 hasConceptScore W3201764260C2779343474 @default.
• W3201764260 hasConceptScore W3201764260C31510193 @default.
• W3201764260 hasConceptScore W3201764260C36289849 @default.
• W3201764260 hasConceptScore W3201764260C41008148 @default.
• W3201764260 hasConceptScore W3201764260C41608201 @default.
• W3201764260 hasConceptScore W3201764260C4641261 @default.
• W3201764260 hasConceptScore W3201764260C55493867 @default.
• W3201764260 hasConceptScore W3201764260C63479239 @default.
• W3201764260 hasConceptScore W3201764260C80444323 @default.
• W3201764260 hasConceptScore W3201764260C82714645 @default.
• W3201764260 hasConceptScore W3201764260C86803240 @default.
• W3201764260 hasIssue "1" @default.
• W3201764260 hasLocation W32017642601 @default.
• W3201764260 hasLocation W32017642602 @default.
• W3201764260 hasOpenAccess W3201764260 @default.
• W3201764260 hasPrimaryLocation W32017642601 @default.
• W3201764260 hasRelatedWork W1495031412 @default.
• W3201764260 hasRelatedWork W2124026597 @default.
• W3201764260 hasRelatedWork W2124351678 @default.
• W3201764260 hasRelatedWork W2136499149 @default.
• W3201764260 hasRelatedWork W2152965444 @default.

• next