Computer Vision
Eyes on the line, 24 hours a day.
Vision models for quality control, counting, safety and plant monitoring: they answer questions like "how many people are on the shop floor?" or "is this part compliant?" in real time, on on-premise GPUs or on the machine itself.
In practice
Quality inspection
Surface, assembly or shape defects detected in line with convolutional networks and segmentation; thresholds tuned to your tolerance.
People and safety
Presence counting, danger zones, PPE: monitoring that helps safety while respecting privacy (anonymization, no biometric recognition).
Processes and plants
Reading gauges, fill levels, positions, OCR on labels and documents: the camera becomes a smart sensor.
Deploy where needed
On-premise GPUs with NVIDIA Triton for multiple parallel streams, or on-board inference on edge devices; integration with PLCs, MES and alarm systems.
Stack and technologies
- OpenCV
- PyTorch
- NVIDIA Triton · TensorRT
- ONNX
- Python
Project
DeliveredOn-premise vision, next to the LLMs
In the on-premise installation delivered for a local company (HPE system with four NVIDIA Tesla GPUs), the vision models run next to the language models, served by the same NVIDIA Triton: images and video never leave the company.
- Deployment
- on-premise · HPE 4× GPU
- Serving
- NVIDIA Triton
- Data
- images and video on site
- Alongside
- on-premise LLMs
How we work
Four steps, always the same
- 01
Image collection and definition of the criteria (what is a defect, what is a risk)
- 02
Annotation, training and evaluation on real cases
- 03
Deployment on GPU or edge, integration with line and alarms
- 04
Performance monitoring and retraining with new cases
Frequently asked questions
How many images are needed?
For a prototype a few hundred examples per class are often enough thanks to transfer learning; the dataset then grows with the real cases collected in production.
Do you recognize people?
We count and localize, we do not identify: no biometric recognition, images anonymized where possible, in line with GDPR and the EU AI Act.
Get started
Ready to transform your business?
Contact us for a free consultation and discover how we can help you reach your goals.