PLATFORM ARCHITECTURE

Three Intelligent Modes Total Control.

CEPTRON transforms standard CCTV infrastructure into a proactive AI surveillance grid. Monitor exams, automate attendance, and generate reports without a single manual data entry.

CEPTRON AI Brain Neural Network

01. Exam Surveillance Engine

AI Invigilator

Continuous, simultaneous analysis of every seat in the exam hall. Eradicates the unavoidable blind spots of human invigilation.

11 Detected Behaviors

Behavior Detection Dashboard
Phone Detected
Mobile device visible on desk or in hand.
Paper Passing
Physical cheat sheet or note exchanged.
Looking Left/Right
Repeated lateral gaze to neighbors.
Unauthorized Object
Non-permitted item in the exam zone.
Head Turn
Excessive rotation beyond reading angle.
Talking/Lip Movement
Whispering detected via mouth tracking.
Body Tilt
Posture angled toward another student's paper.
Out of Seat
Leaving assigned seat zone without authorization.
Looking Backward/Forward
Gaze directed at other rows.
Suspicious Object Under Desk
Concealed items below desk level.

The 8-Second Miracle Pipeline

Fully automatic detection to notification timeline.

8-Second Miracle Pipeline
0.1s
Camera detects suspicious behavior.
0.2s
YOLOv8 confirms detection with 92%+ confidence.
0.3s
ByteTrack locks persistent student ID.
0.4s
Seat map resolves exact student identity.
1.0s
JPEG snapshot captured and timestamped.
1.5s
10-20 sec video clip recording begins.
2.0s
Evidence AES-256 encrypted and locked.
2.5s
Violation written to database with audit trail.
3.0s
Dashboard alert fires - invigilator notified.
4.2s
WhatsApp message delivered to parent's phone.
6.8s
SMS backup delivered.
8.0s
Full evidence package sealed and retrievable.
Not an accusation. A verified, court-ready record.
AI Attendance Scanning

02. Attendance Mode

Zero Proxy

Face recognized,Attendance marked,Parents notified,Zero manual entry,Zero delay.

  • → AI scans every face upon entry—no roll call.
  • → Auto-marked with exact timestamp and photo evidence.
  • → Absent students flagged instantly on live dashboard.
  • → WhatsApp alerts sent to parents in under 8 seconds.
  • → Seat Mapping locks identity to seat, physically preventing proxy attendance.
Automated Attendance Report

03. Reporting Mode

Automated

Every student Every period Every week Fully documented by AI.

  • → Full weekly timetable showing period-by-period status.
  • → Color-coded visual grids (Green = Present, Red = Absent).
  • → Auto-delivered each Friday via WhatsApp & Email to parents.
  • → Stamped CONFIDENTIAL and cryptographically secured.
  • → Saves teachers 10+ hours of manual administrative work monthly.

THE AI BRAIN BEHIND CEPTRON

Enterprise-grade deep learning models running optimized batch inference on edge infrastructure.

YOLOv8 Detection

Scans 250+ cameras simultaneously. 640x640 pixel analysis every frame to detect 11 behavioral classes in real-time.

ByteTrack

Maintains a persistent ID across all camera frames. 250 simultaneous tracking threads ensure a student is never lost.

FaceNet Embedding

128-dimensional face embeddings via Inception-ResNet-V1. Matches identities in 0.34 seconds with 98.6% accuracy.

Gaze Engine

Calculates sub-frame head pitch, yaw, and roll. Tracks eye-line accuracy even with masks, glasses or dim lighting.

CPS Engine

Cheating Probability Score (0-100%) updated per second using weighted time-window behavioral heuristics. Only fires alerts on statistical certainty.

Ready to upgrade your infrastructure?

Deploy CEPTRON on your existing cameras and eliminate blind spots today.

Request Architecture Review