CCTV Camera Network

Frame Capture Module

Pre-processing Module

Resize, Normalize, Enhance

Frame Contains Face?

Face Detection

Face Recognition

Dlib CNN Model

Feature Vector

Database Query

Compare vs. Watchlist DB

Object Detection

YOLO Model

Object Classification

e.g., 'Person', 'Vehicle', 'Debris'

Match Found in Watchlist?

Generate High-Priority Alert

Log Unknown Face

No Alert

Object Classified as Threat?

Generate Alert

Object Location & Type

Continue Monitoring

No Alert

Aggregate & Prioritize Alerts

Real-time Alert Dashboard

Admin, Police, Authorities

Authority Acknowledgment

& Dispatch Response

Incident Logging

Database Update

Feedback Loop

Model Retraining

Watchlist Update