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Vehicle Emissions Detection

Computer Vision & Environmental AI

Vehicle Emissions Detection

DATASET

4,000+

Augmented Training Images

MODELS

2

YOLOv5x & YOLOv8m

DEPLOYMENT

CCTV+

Drone-Ready Architecture

PRECISION

91%

Detection Precision

COST

~60%

Inspection Cost Reduction

Background

When pollutants evade traditional enforcement

Urban health is compromised when vehicle emissions go unmonitored at scale. Relying on manual inspections creates an enforcement gap that allows high-polluting vehicles to remain undetected.

The Intellema Design Challenge

Air pollution from vehicle emissions poses significant public health risks, yet traditional manual inspection methods are too slow and costly for city-wide monitoring.

By training computer vision (CV) models on thousands of augmented images, the system provides a scalable solution for CCTV and drone networks. This architecture transforms passive surveillance into an active tool for environmental regulation.

  • Monitoring Scalability
  • Enforcement Inefficiency
  • Urban Air Quality
  • Detection Latency

Our Approach

Tech Stack

Python
PyTorch
OpenCV

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