Data · dataset · 2026
EVA: An Event-Conditioned Framework for Privacy-Preserving Face Authentication Services
Listed in ZivaHub
Face authentication, as a widely deployed biometric service, suffers from privacy leakage risks caused by the exposure and persistent storage of facial features.
Description
However, existing face anonymization methods mainly focus on imagelevel de-identification and do not fully support stable repeated authentication in a protected identity space. This paper presents EVA, an event-conditioned framework for privacy-preserving face authentication services.
EVA treats an event as a servicescoped diversification factor and combines it with a userheld key to bind face-derived representations to an eventspecific virtual identity. During enrollment and verification, EVA performs identity processing, biometric stabilization, event-key binding, and cancelable template generation, followed by cloudside virtual identity issuance and protected-domain matching. Preliminary experiments with off-the-shelf recognizers show that EVA suppresses original identity cues while maintaining withinevent consistency for repeated verification.
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Event or key rotation changes the issued virtual identity, supporting revocable reissuance and reducing cross-event linkage. We further discuss client-side protection, threshold selection, exposure scenarios, and service-level evaluation as future work.<p></p>
Links
Where it is published
- DOI doi.org/10.26187/deakin.34028142 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Cybersecurity and privacy · Earth & Environmental Science
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34028142 | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:group:4604 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Cybersecurity and privacy'] |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license_text | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |