Context & Problem
Biometric security gates often struggle with static photo bypass attacks or experience network latency lags during peak login times. Facelogix is a high-performance local gateway providing hardware-efficient verification combined with liveness detection.
Architecture
System pipeline layout representing coordination blocks and execution pathways designed for this solution.
Implementation
- Integrated the InsightFace embedding extractor running local PyTorch inference.
- Implemented real-time liveness detection based on optical flow and face landmark eye-closure indices.
- Created an in-memory Redis lookup index mapping facial embeddings, bypassing standard database table queries.
Challenges & Trade-offs
CHALLENGE: Bypasses using printed high-resolution photo sheets.
RESOLUTION: Engineered a Fourier transform texture analyzer evaluating frequency details of surface reflection, stopping flat-paper reflection attacks.
Results & Impact
Quantitative metrics and verified outcomes obtained from benchmarks.
99.2%Verification Accuracy
sub-200msGateway Latency
98.9%Liveness Check Precision
Media Gallery
Dashboard screens and coordinate visualizations of the running system.
Facelogix local authentication liveness feed dashboard