Computer Vision: Counting, Detecting and Inspecting
Computer vision lets software interpret images and video — counting items, detecting objects or spotting defects. It powers useful tools in retail, manufacturing and logistics.
This article explains common uses and where it struggles.
Practical Applications
- Counting stock or people automatically.
- Detecting safety equipment or hazards.
- Spotting defects on a production line.
- Reading number plates or labels.
What Affects Reliability
Lighting, camera angle and image quality all matter greatly. A model trained in one setting can fail in another, so it must be tested in your real conditions, not just in the lab. Consistency of the camera setup often matters more than the cleverness of the model.
Getting Started
A small, well-scoped trial tells you quickly whether the idea is viable in your environment.
- Define exactly what you need to see and measure.
- Capture representative images from your site.
- Pilot on a small scale before rolling out.
Frequently Asked Questions
Do we need expensive cameras?
Not always. Reliable lighting and a consistent angle often matter more than camera cost for everyday counting and detection tasks.
If you need a hand with any of this, your Progressive Robot delivery team is ready to help. Raise a ticket from the Support area of your client portal or speak to your account manager and we will guide you through the next steps.