AI & Generative Tech · Manufacturing
Computer Vision Quality Control
AI-powered computer vision system for automated quality control in manufacturing. Detects defects in real-time with 98% accuracy, processing 1,000+ products per minute. Reduces inspection time by 90% and false rejection rates by 60%. The system uses deep learning models trained on millions of product images to identify defects, scratches, misalignments, and quality issues. Our solution has been deployed across 30+ production lines, consistently outperforming human inspectors in both speed and accuracy. The platform integrates with production systems to automatically reject defective products and provide real-time quality metrics.
- Client
- QualityAI Manufacturing
- Sector
- Manufacturing
- Scope
- AI & Generative Tech
- Timeline
- 9 months
Outcomes
- Inspection time
- −90%
What we built
98% accuracy in defect detection, processing 1,000+ products/minute, reducing inspection time by 90%, deployed across 30+ production lines
Before: Real-time processing at production line speeds
After: Deployed optimized models on edge devices
Before: High accuracy across diverse product types
After: Trained ensemble models for diverse products
Before: Edge computing constraints
After: Implemented efficient edge computing architecture
Before: Integration with existing production systems
After: Built flexible integration framework
Before: Model retraining and updates
After: Created automated model update pipeline
Also in the build
- Real-time defect detection
- Computer vision algorithms
- Automated quality scoring
- Production line integration
- Historical defect analysis
- Alert system for anomalies
- Quality reporting dashboard
- Integration with MES systems
- Edge computing support
- Multi-product support
- Calibration tools
- Performance analytics
The stack behind it
Delivered over 9 months.
Technologies
Python · TensorFlow · OpenCV · PyTorch · YOLO · NumPy · React · Node.js · PostgreSQL · Redis · AWS · Docker · Kubernetes · MQTT · Grafana · MLflow · NVIDIA Jetson
Built with
The Digiboffins services we worked through. Each one you can start with on its own.
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