Bottle Exterior Defect Detection

csdetb-icono

Customer

A major Japanese multinational cosmetics and personal care company.

Project Details

  • Duration: 4 Months

Technologies:

  • AI Vision
  • OpenCV
  • MongoDB
  • RabbitMQ
  • Python
problem-img

Problem

  • Manual inspection struggles to detect fine exterior defects such as scratches, cracks, dents, and dirt.
  • Lack of consistent and data-driven quality monitoring across multiple factories.
  • High risk of defective bottles reaching customers, causing brand damage and increased product recalls.
solution-img

Solution

  • We developed an AI-powered vision inspection model to detect bottle exterior defects in real time.
  • High-resolution cameras integrated with edge AI to spot cracks, dents, scratches, and foreign particles.
  • The model ensures manual adjustment of thresholds for different defect types (e.g., scratches, Dents, Foreign Particles, etc.).
  • With the deployment of this solution, 10,000+ bottles per station are inspected on a daily basis.

97+%

Accuracy

150%

Increased efficiency in Inspection

Key Features

cskeyfb-img1

Real-Time Monitoring

cskeyfb-img2

Auto-Training Pipeline of New Productions

cskeyfb-img3

Live Comparision: Actual Production vs Planned Production

Insights on innovation

Stay updated with the trending and most impactful tech insights. Check out the expert analyses, real-world applications, and forward-thinking ideas that shape the future of AI Computer Vision and innovation.

November 4, 2025 - 8 minutes to read

At the Edge of Vision – The Story of WebOccult + Deeper-i at Japan IT Week 2025

Collaboration creates a story. Some are born from timing, others from shared ambition. But the partnership between WebOccult and Deeper-i began from something subtler, a mutual belief that intelligence should live closer to the world it serves. For years, Vision AI has been mastering the art of seeing, while Edge AI has been perfecting the […]

Read More

Ruchir Kakkad

CEO & Co-founder

October 31, 2025 - 8 minutes to read

The Intelligence of Reading – How Vision AI Learns to Understand Surfaces

Any object that leaves a factory belt carries an identity. It may appear as a string of numbers etched into metal, a barcode printed on paper, or a label attached to packaging or glass material. Together, these small symbols form the nervous system of modern industry. They track movement, record responsibility, and ensure that everything […]

Read More

Ruchir Kakkad

CEO & Co-founder

October 29, 2025 - 10 minutes to read

The Technical Anatomy of a Parking Twin

Every city breathes in patterns. Cars move, pause, and disperse in a rhythm that repeats itself through hours and seasons. Beneath this rhythm lies a kind of language, the pulse of motion that defines how urban life organizes itself. Yet, for all the technology that has reshaped cities, one of the simplest and most visible […]

Read More

Ruchir Kakkad

CEO & Co-founder

Whatsapp Img