Edge AI Quality Control
Automated quality control on production lines using AI and machine vision. Defect detection, classification, and reporting.
AI Inspection Pipeline
Edge AI quality control enables product defects to be detected within milliseconds by running AI algorithms directly on the production line. While manual quality control has a 15-20% miss rate, Edge AI systems deliver over 99.5% accuracy.
Olivenet designs industry-specific quality control solutions using industrial camera systems, NVIDIA Jetson platforms, and custom-trained deep learning models. We build scalable and reliable systems that integrate with your existing production line with minimal disruption.
Manual Visual Inspection
- 15-20% defect miss rate
- Operator fatigue and inconsistency
- Limited inspection speed
- No digital quality records
With AI-Powered Inspection
- 99.5%+ detection accuracy
- 24/7 consistent inspection quality
- Millisecond processing speed
- Full digital traceability and analytics
Our Service Scope
Industrial Image Processing
- GigE Vision camera integration
- Multi-camera system design
- Lighting engineering
- High-speed image capture (60+ FPS)
- 3D imaging and laser profilometry
AI Model Development
- CNN-based defect classification
- YOLO object detection models
- Transfer learning for rapid adaptation
- TensorRT/ONNX optimization
- Continuous model improvement
Edge Hardware Solutions
- NVIDIA Jetson Orin/Xavier platforms
- Google Coral and Intel NCS support
- Industrial-grade enclosures (IP65/67)
- Multi-GPU configurations
- Low power consumption designs
Production Line Integration
- PLC and SCADA connectivity
- Conveyor synchronization
- Automatic reject/divert mechanism
- MES and ERP integration
- Real-time production dashboards
Reporting & Analytics
- Defect type and trend analysis
- Shift-based quality reports
- SPC (Statistical Process Control)
- Quality KPI dashboards
- Automated alerts and notifications
Industry-Specific Solutions
Every industry has unique quality control needs. We train custom AI models for your sector.
Automotive & Metal
Surface scratch, weld defect, and dimensional deviation detection. OEM quality standard compliance.
Food & Beverage
Foreign object detection, label inspection, fill level verification. Hygiene and safety compliance.
Electronics (PCB)
Solder defects, missing components, short circuit detection. AOI (Automated Optical Inspection) solutions.
Textile & Packaging
Pattern defects, color variations, print errors, deformation detection. High-speed line compatibility.
Our Implementation Process
We bring your quality control project to life with a systematic approach.
Defect Analysis & Discovery
We analyze your current quality issues, classify defect types, and define target accuracy rates.
Hardware Selection & Design
We select cameras, lighting, and Edge AI platform, and create the mounting plan.
Data Collection & Labeling
We collect sample images from your production line to build the training dataset for AI models.
Model Training & Optimization
We train deep learning models, optimize for Edge devices, and run validation tests.
Line Integration & Pilot
We integrate the system into the production line and monitor performance during the pilot period.
Deployment & Support
Full-scale deployment, operator training, and continuous model improvement support.
Defect Analysis & Discovery
We analyze your current quality issues, classify defect types, and define target accuracy rates.
Hardware Selection & Design
We select cameras, lighting, and Edge AI platform, and create the mounting plan.
Data Collection & Labeling
We collect sample images from your production line to build the training dataset for AI models.
Model Training & Optimization
We train deep learning models, optimize for Edge devices, and run validation tests.
Line Integration & Pilot
We integrate the system into the production line and monitor performance during the pilot period.
Deployment & Support
Full-scale deployment, operator training, and continuous model improvement support.
Ready to Bring Your Project to Life?
Let our expert team evaluate your needs and provide tailored solution recommendations.