Problem
Manual QA missed subtle defects and could not keep pace with production lines.
Case Study · 2023
VisionDetect Research
Research-backed ML system detecting manufacturing defects from camera feeds with low false positives.
Research
Machine Learning
AI
Solution
Trained CNN models, optimized inference, and built a review console for operators.
Architecture
PyTorch training, ONNX runtime, Python services, React review UI.
Result
Reached 96.4% precision and reduced inspection bottlenecks significantly.
Key Features
- Image pipeline
- Model training UI
- Operator review
- Threshold tuning
- Export metrics