FHEID: Zero-Leakage biometrische Templates, verschlüsselte Embedding-Suche & private Beweise
FHEID leistet Pionierarbeit bei Frameworks für vollhomomorphe Verschlüsselung (FHE) für biometrische Identitäten, indem es euklidische Distanz- und Kosinus-Ähnlichkeitsabgleiche über verschlüsselten 512-dimensionalen Merkmalsvektoren in nicht vertrauenswürdigen Cloud-Umgebungen ohne Freilegung biometrischer Vorlagen ausführt.
FHEID Homomorphic Biometric Pipeline & Cloud Matching Topology
Client biometric extraction, CKKS homomorphic encryption, and blind cloud similarity search
Central System: FHE Biometric Engine - Encrypted Vector Matching Core
Cryptographic Nodes
- Client Feature Extractor
- CKKS Homomorphic Encrypter
- Untrusted Cloud Matcher
- Encrypted Threshold Evaluator
- Client Decision Decryptor
Architectural Layers & Protocols
- Client Biometric Extraction Plane (Edge Neural Network / Secure Enclave): Extracting normalized 512-element floating-point feature embeddings from iris, face, or fingerprint sensors.
- Homomorphic Vector Cryptosystem (CKKS Ring-LWE Homomorphic Encryption): Encrypting biometric embeddings into high-degree polynomial rings with configurable noise budgets.
- Blind Cloud Evaluation Engine (SIMD Vector Batching & Rescaling Operations): Computing encrypted dot products across millions of stored encrypted templates in parallel without decryption.
- Privacy Compliance & Audit Layer (GDPR Article 9 / CCPA / BIPA Biometric Shield): Guaranteeing mathematical impossibility of biometric template reconstruction from stolen databases.
Key Metrics: Zero Decryption (Cloud Biometric Privacy) | < 85 ms (Homomorphic Match Time) | 512 Dimensions (Vector Embedding Size) | 100% (GDPR / BIPA Compliance)
Datenschutzwahrende FHE-Biometrieauthentifizierung, verschlüsselter Iris-/Fingerabdruck-Vektorabgleich in nicht vertrauenswürdigen Cloud-Enklaven
Autoritative technische Referenz fuer privacy-preserving fhe biometric authentication, encrypted iris/fingerprint vector matching in untrusted cloud enclaves gemaess NIST FIPS 203/204/205, gitterbasierter Kryptographie und Seitenkanal-Haertung.
Core Engineering Areas
Technical Articles