Facial recognition attendance (FRA)
News-
- Facial recognition attendance (FRA) has already been implemented as a pilot project for three months in schools and PU colleges in Mandya, Haveri, and Bengaluru South districts
- Chief Minister Siddaramaiah had announced the implementation of the FRA in the State Budget for 2025-26.
Facial recognition attendance (FRA)
- It is a contactless biometric system that detects a face, creates a numerical template (embedding), matches it to an enrolled profile, and auto-logs time, date, and location.
- Workflow: Capture → Detect → Normalize → Feature extraction (embedding) → Match (threshold) → Liveness check → Attendance log → Sync to server/HRMS.
- Core components: Camera/mobile app; face detection/recognition model (CNN-based); liveness/anti-spoofing; secure template database; admin dashboard; integrations (HR/payroll, access control).



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