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Course Outline
Introduction to Industrial Computer Vision
- Overview of machine vision systems in manufacturing
- Typical defects: cracks, scratches, misalignments, missing components
- AI vs traditional rule-based visual inspection
Image Acquisition and Preprocessing
- Camera types and image capture settings
- Noise reduction, contrast enhancement, and normalization
- Data augmentation for training robustness
Object Detection and Segmentation Techniques
- Classical approaches (thresholding, edge detection, contours)
- Deep learning methods: CNNs, U-Net, YOLO
- Choosing between detection, classification, and segmentation
Defect Detection Model Development
- Preparing annotated datasets
- Training defect classifiers and segmenters
- Model evaluation: precision, recall, F1-score
Deployment in Industrial Settings
- Hardware considerations: GPUs, edge devices, industrial PCs
- Real-time inspection pipeline architecture
- Integration with PLCs and factory automation systems
Performance Tuning and Maintenance
- Handling changing lighting and production conditions
- Model retraining and continual learning
- Alerting, logging, and QA reporting integration
Case Studies and Domain Applications
- Defect detection in automotive assembly and welding
- Surface inspection in electronics and semiconductors
- Label and packaging verification in pharma and food
Summary and Next Steps
Requirements
- Experience with machine learning or computer vision concepts
- Familiarity with Python programming
- Basic understanding of quality control or industrial automation
Audience
- QA teams
- Automation engineers
- Computer vision developers
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €4560 online delivery, based on a group of 2 delegates, €1440 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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