Glossary Updates12 new terms added to the glossaries · October 2, 2026, 22:44 CEST
AI TechDocKnowledge

Glossary · Machine vision

Camera-based inspection

Also known as: Vision inspection, Automated optical inspection

German: Kamerabasierte Inspektion

In manufacturing, camera-based inspection is the automated checking of products or process results from camera images, for example for presence, completeness, dimensions, surface defects or correct labeling, with the result used to accept, reject or sort parts.

  • Machine vision

In one sentence

Camera-based inspection checks products automatically from images for presence, dimensions, defects or labels, and triggers accept or reject.

Example

Camera-based inspection at the end of the capping line rejects bottles with missing or skewed caps before they reach the case packer.

How it applies

  • Engineering: An inspection task starts with a clear specification of what counts as a defect, with sample parts. Lighting and optics are designed to make that defect visible before choosing algorithms.
  • Commissioning: Inspection performance is measured with good and bad parts: false rejects cost yield, missed defects cost quality. The accepted rates are agreed as an Acceptance criterion.
  • Documentation: The documentation team should document the inspection criteria, the sample sets, the test results and the procedure for changing limits, and state which checks are relevant to product quality or safety. For AI-based inspection, record how the model was evaluated, see Evaluation (evals).

Camera-based inspection vs. manual visual inspection

Camera-based inspection is repeatable and fast but only finds what it was designed and tested for. Manual inspection is flexible but varies between people and shifts. Many lines combine both for rare defect types.

By knowledge.aitechdoc.world · Published September 26, 2026 · Last reviewed

Source: AI TechDoc Knowledge editorial definition, based on machine vision practice

Definitions follow the cited standards and specifications. Where a source is a copyrighted publication, such as an ISO, IEC or EN standard, the definition is a close paraphrase, not a verbatim quotation, so as not to infringe copyright. We recommend reading the original publication. The sections “How it applies” are editorial commentary by AI TechDoc Knowledge and are not part of any standard.

Seen a mistake? Send us a note!