Machine Vision Ensures Label-Free Crates for a Global Packaging Leader

Industry

Supply Chain & Packaging Solutions

Business Challenge

  • Crates returned with multiple barcode labels from diverse clients
  • Incomplete label removal created compliance risks and slowed throughput
  • Manual reprocessing increased labor costs
  • Previous inspection system lacked accuracy and coverage
  • Demand for a scalable, automated solution to ensure crates were label-free

Solution

  • Dual-lane machine vision inspection system with deep learning
  • Multi-camera coverage, throughput up to 120 crates per minute
  • Automated air blow-off rejection
  • Stainless steel, IP67-rated enclosures for washdown environments
  • Operator-friendly interface and preventative maintenance protocols

Results

  • 95% detection accuracy at launch; roadmap to 99%
  • Reduced manual reprocessing, improving labor efficiency and throughput
  • Improved compliance with food safety and hygiene standards
  • A scalable model positioned for rollout across additional facilities

MACHINE VISION ENSURES LABEL-FREE CRATES FOR A GLOBAL PACKAGING LEADER

Overview

A global leader in reusable plastic packaging and pooling solutions, this company serves the food industry by helping eliminate waste across the supply chain. Their products are designed for durability, hygiene, and sustainability, supporting operational efficiency and environmental responsibility.

Business Challenge

The company operates a high-volume network of reusable plastic crates that cycle between food industry clients and centralized wash facilities. A recurring challenge was the presence of multiple barcode labels left on returned crates.

Residual labels posed hygiene and compliance risks, forcing staff to manually reprocess crates to meet standards. Existing inspection technology lacked the precision, scalability, and coverage required to handle large throughput.

The Solution

AbeTech partnered with the client to design and implement a dual-lane machine vision inspection system that integrates seamlessly into post-wash workflows.

The solution leverages advanced imaging and deep learning to detect residual labels as small as half an inch. With multi-camera coverage, crates are fully scanned at up to 120 per minute, ensuring operational speed and consistency.

Collaboration was central to the deployment. AbeTech engineers worked closely with the client’s internal team, confirming measurements, validating electrical specifications, and reviewing 3D system layouts. All plans and drawings were signed off prior to installation, streamlining deployment and ensuring compliance with facility standards.

The Results

The inspection system achieved 95% label detection accuracy at launch, reducing manual reprocessing and improving throughput. The client expressed confidence in the system’s performance and reliability, with a phased plan to optimize accuracy to 99%.

  • Significant reduction in manual reprocessing and labor costs
  • Improved compliance with food safety and hygiene standards
  • Increased throughput with automated, high-speed inspection
  • A scalable model positioned for rollout across additional facilities

Why It Worked

  • Engineering Precision — Multi-camera imaging, deep learning algorithms, and hygienic design tailored to the client’s environment.
  • Collaborative Planning — Joint review of specs, layouts, and designs created alignment and avoided delays during deployment.
  • Phased ROI Strategy — By starting with a 95% accuracy benchmark, the client ensured immediate operational benefits while building a roadmap for long-term gains.

Client Testimonial

“This project was a great example of what happens when engineering precision meets operational urgency. The client came to us with a clear challenge, and together we built a solution that not only met their immediate needs but laid the groundwork for scalable automation. The collaboration was seamless, and the results speak for themselves.”
—  Brent Pollard, Account Executive, AbeTech

Transformational Impact

AbeTech’s machine vision solution empowered the client to automate inspection, improve compliance, and boost throughput in a high-volume reusable packaging workflow. By combining advanced imaging with collaborative deployment, AbeTech delivered a system that reduced labor costs, increased efficiency, and laid the foundation for future scalability.

Ready to Automate Inspection in Your Operations?

Talk to an AbeTech Machine Vision expert today to explore how advanced imaging and deep learning can streamline your workflows. Schedule a conversation with an expert.

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