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Garbage & Litter Detection: Computer Vision for Automated Waste Monitoring

Computer Vision for Automated Waste Monitoring

We built automated litter detection, classification, severity assessment and alerting with computer vision, supporting waste monitoring across public spaces.

  • Environmental Tech / Smart Cities
  • AI & machine learning
  • Project
Garbage & Litter Detection case study

The Challenge

What stood in the way.

Manual detection and classification of litter does not scale well across public spaces.

Coverage

There are too many public spaces to check by hand.

Classification

Different kinds of litter need to be told apart.

Priority

Some locations need attention sooner than others.

Our Solution

How we answered it.

We built a computer-vision system with YOLOv8 that detects litter, classifies it, assesses severity and sends alerts.

  • ProblemManual checks could not cover every space.
    Our answerWe built automated litter detection.
  • ProblemDifferent litter needs different handling.
    Our answerWe added classification.
  • ProblemTeams needed to know where to act first.
    Our answerWe added severity assessment and alerting.

How It Works

The parts that made the difference.

Litter detection

Litter is detected automatically in images.

Classification

Detected litter is classified by type.

Severity assessment

The system assesses how severe each case is.

Alerting

Alerts are raised so teams can respond.

Results

What changed for the client.

The system supports waste monitoring at smart-city scale.

  • Scalable smart-city waste monitoring
  • Automated litter detection and classification
  • Severity-based alerts

Technology

What it was built with.

Part of our AI and machine learning work.

  • YOLOv8
  • Python
  • OpenCV
  • TensorFlow

Let’s Talk

The next big thing starts with a conversation.

An idea, a challenge, a “what if”. Tell us what you have in mind, and we’ll figure out the next step together.

What happens next

  1. Share your ideaSend the form or book a call, whichever suits you.
  2. Discovery callWe talk through your goals, timeline and scope.
  3. A clear proposalA fixed price or monthly rate before any work begins.
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