Pixuate
Traffic & Road Safety Analytics

Seatbelt Violation Detection

Detects drivers or passengers not wearing a seatbelt from roadside or checkpoint IP cameras. Uses deep learning to identify seatbelt non-compliance from the vehicle window area. Outputs violation events with cropped evidence images and optional plate number for enforcement workflows.

Key Features

Discover the powerful capabilities that make Seatbelt Violation Detection stand out

Detects seatbelt non-compliance from roadside IP cameras

Driver and front-passenger seatbelt detection

ANPR pairing — links violation to vehicle plate number

Evidence image with occupant crop and vehicle context

Works in daylight and low-light conditions

Real-time alerts and violation log for enforcement review

Configurable confidence threshold to manage false positives

Edge deployment for on-site processing

Technical Specifications

Detailed technical information about Seatbelt Violation Detection

Camera:2MP+ IP CCTV (RTSP), angled toward vehicle cabin
Deployment:Edge device or on-premises server
Output:Violation event, occupant crop, plate number (if paired), timestamp, confidence score

Prerequisites & Limitations

What Seatbelt Violation Detection needs to run reliably, and the operating limits to plan for.

Prerequisites

  • Camera: 2MP+ IP/RTSP (higher resolution preferred) angled to capture a clear view through the windshield
  • Strong, glare-controlled illumination — IR/white-light illuminator to see into the cabin day and night; a polarising filter helps reduce windshield glare
  • Stable bandwidth between camera and edge/server — roughly 4–8 Mbps per 2MP H.264/H.265 stream
  • Mounting at a height and angle that captures the cabin while minimising windshield glare
  • Stable power and network at the roadside

Operating Limits

Factor Edge Server
Incident / event capture rate≤ ~5 events per second≤ ~20 events per second
Concurrent camera streams per node1–4 streams (Jetson TX2 / Orin)8–16+ streams
Minimum object/plate size in frame≥ ~20 px≥ ~20 px
Event-to-alert latency< ~1 s on-deviceDepends on network round-trip

Indicative figures — actual limits depend on hardware, scene, and configuration.

Related Knowledge Base

Learn about the hardware and infrastructure components used in a Seatbelt Violation Detection deployment.

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