Machine vision software & engineering

Industrial Computer Vision for Manufacturing

Open-source machine vision tools and commercial computer vision solutions designed for real production environments.

Core technologies

  • Python / OpenCV
  • Deep learning inspection
  • GigE & USB3 industrial cameras
  • GPU inference
  • Edge deployment
  • PLC integration

Open Source

Practical tools for machine vision engineers

Industrial vision work often stalls on the basics: is the camera actually streaming, is the trigger firing, what did the image look like when the false reject happened? IVT builds small, focused tools that answer those questions on the plant floor.

IVT Capture

In development

Camera and video troubleshooting for industrial vision systems

Capture, record, replay, and troubleshoot industrial camera systems.

Why open source

Troubleshooting tools are most useful when engineers can read the source, adapt them to their own hardware, and trust what they do with production images. IVT intends to release this tooling publicly and keep it usable without a commercial agreement.

More about IVT Capture →

Commercial Solutions

Computer vision engineering for production

Engineering services covering the full path from an inspection idea to a system running on the line.

01

AI Defect Detection

Use computer vision and deep learning to automate visual inspection and identify manufacturing defects.

  • Deep learning and classical image processing
  • Defect classification and segmentation
  • Inline and offline inspection workflows

02

Vision Feasibility Studies

Evaluate whether a proposed inspection can be reliably automated before committing to a full production system.

  • Imaging, lighting, and optics assessment
  • Sample image collection and analysis
  • Clear go / no-go technical recommendation

03

Custom Vision Engineering

Industrial camera integration, image processing, Python/OpenCV development, GPU inference, PLC integration, and production deployment.

  • Python, OpenCV, and GPU inference
  • Industrial camera and lighting integration
  • Edge deployment and PLC connectivity

See all solutions and services →

Why IVT

Industrial vision software should be built like industrial equipment

The approach behind both the open-source tools and the commercial work.

Practical before impressive

A vision system is only useful if it runs reliably on the line, shift after shift. Technology choices should follow from the inspection problem, not the other way around.

Understandable systems

Engineers and technicians should be able to see what the system is doing and why it made a decision. Opaque inspection is difficult to trust and harder to debug.

Maintainable long term

Plant personnel need to adjust, retrain, and service a system long after installation. Clear code, documented interfaces, and standard tooling matter more than novelty.

Built for the plant floor

Lighting drifts, parts move, fixtures change, and networks are shared. Real production constraints belong in the design from the start.

Have an inspection problem?

Tell us about the application and we'll discuss whether computer vision could be a good fit.