# Computer Vision

[Computer Vision](https://iits-consulting.de/en/services/ai-machine-learning/computer-vision)

## Computer Vision

Image and video understanding, in operation. We build vision systems that inspect, count, and track in the real world, from the factory line to the field.

They hold up where lab demos fall short: difficult lighting, rare failure cases, and the throughput of a live system. Built small enough to run right at the edge.

[Get in touch](https://iits-consulting.de/en/contact/index.md)

[Free AI Discovery Workshop](https://iits-consulting.de/en/ai-discovery-workshop/index.md)

Our Technology Partners

## TRUSTED BY TEAMS AT:

Deutsche Telekom

Uniper

GOLDBECK

PwC

Vattenfall

Schwarz Gruppe

Cornelsen

Meridiam

## What is Computer Vision?

Computer Vision is how software turns images and video into structured information: what is in the frame, where it is, and whether something is wrong. In practice, that means sorting images into categories, spotting defects, or counting objects on a line.

The real test is how it performs in operation: under difficult lighting, on rare failure cases, and at the throughput of a live system.

### Defect detection

Defects get caught and flagged automatically, early and at a scale no manual check could match. The models stay reliable even on cases they haven't seen before.

### Visual inspection and counting

On a production line, cameras watch the whole process, counting items automatically and measuring throughput at every step. The modular framework runs on edge PCs, validated alongside the customer's own IT and production teams.

### Object tracking

We build systems that track objects as they move through a video feed, frame by frame. They turn raw footage into movement you can measure and act on, and run reliably on-site, even when conditions are far from ideal.

## Benefits of an iits AI Team

AI is only worth it once it's doing real work, safely, inside the systems you already run. Here's what you get when you build it with us.

### Insights from academia and industry

Joint research with TU Dortmund and Fraunhofer IML, with delivered work behind it.

### Runs at the edge

Models small enough to run on-site, on edge PCs or a smartphone, with no round-trip to the cloud.

### Fits your cloud

Robust, lasting solutions that slot into the cloud infrastructure you already run.

### You stay in control

Modern interfaces give you a clear view of what the AI is doing, and the controls to steer it.

### Transparent metrics

Honest numbers on how our models perform, so nothing is taken on faith.

[Send Inquiry](https://iits-consulting.de/en/contact/index.md)

## How working with us actually goes

### Concept & feasibility

We start with the use case, agreeing what success looks like and whether it's feasible, technically and financially.

Step 01

### Hardware, sensors & data

We select and procure the cameras and edge devices, then collect and label the image data your model needs, even if none exists yet.

Step 02

### PoC & production system

A model trained on your real data stream proves it works, then we harden it into a production system that runs at the edge and stays monitored.

Step 03

### Operation & evolution

We run the system and watch model quality, retraining as the real world shifts.

Step 04

## Our Work

[Fibre Rollout Contract Management for Broadband Services](https://iits-consulting.de/en/portfolio/fibre-rollout-contract-management-for-broadband-services/index.md)

The development of a central, audit-proof contract management system for fibre rollout, including transparent document storage, deadline tracking and a KPI dashboard.

[Web-Based Order Management for Construction Sites](https://iits-consulting.de/en/portfolio/web-based-order-management-for-construction-sites/index.md)

The transformation of an old desktop application into a web-based construction order management system, including functional enhancements.

[View all](https://iits-consulting.de/en/our-work/index.md)

## Areas we support in

Computer Vision earns its place wherever a camera can see what matters. Here are a few areas where we put it to work.

### Telecommunications

Document screening, helpdesk automation, and data architecture across network rollout and operations.

### Retail

Shelf and image recognition that tracks stock and placement in store.

### Waste & Recycling

Contaminant detection on sorting lines, in real time.

### Energy & Utilities

Image analysis on plant equipment, for predictive maintenance and optimisation in power generation.

## What we build with.

The stack these systems run on with us.

MODELS & FRAMEWORKS

- PyTorch

- ONNX

- OpenCV

- StrongSORT

OPERATIONS

- Kubernetes

- Edge Computing

- GPU inference

## Let's talk about your use case.

Start with a no-obligation project inquiry, and our computer-vision team will give you a straight read on what's possible with your cameras and your data.

[Get in touch](https://iits-consulting.de/en/contact/index.md)

[See our work](https://iits-consulting.de/en/our-work/index.md)

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