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AI-grafen
EUniversityGenerative models· about 60 min· evolving, reviewed regularly· verified 2026-09-20· EN

Generative images: copyright, deepfakes, watermarking

Be able to reason about rights, misuse and technical countermeasures.

Prerequisites

Intuition

Image generation raises four questions that are all real and partly unresolved:

QuestionThe core
Training datamodels trained on artists' works, often without permission
Style imitation«in the style of [a living artist]» — style is not protected, but the use is contested
Deepfakesimages of real people in invented situations
Non-consensual materialby far the most common harmful use

The last one is not an edge case: studies of synthetic material online have shown that the overwhelmingly dominant part is non-consensual intimate material of women. That is the actual principal harm, and it belongs first — not last.

Formal

The technical countermeasures and what they actually manage:

CountermeasureGivesDoes not give
A visible markclarity for the attentivecropped away in seconds
An invisible watermark (SynthID)survives some editingcan be removed by anyone who wants to
C2PA / Content Credentialscryptographic proof of originproves nothing about images without a signature
Detectorsa rough indicationa high error rate; getting worse as the generators improve
Protection tools (Glaze, Nightshade)makes copying the style of individual works harderbroken by new training methods

The uncomfortable conclusion: technology can establish authenticity but not prove falsity. The absence of a signature means nothing, since the vast majority of genuine images lack one too.

So the emphasis moves to provenance and responsibility: who published it, for what purpose, and what do independent sources say? That is source criticism, not image analysis.

The rules are moving: the EU AI Act requires synthetic content to be labelled and deepfakes to be labelled particularly clearly. Several countries have introduced criminal provisions against non-consensual synthetic images.

A policy of your own — four lines that go a long way:

  1. Do not generate images of identifiable real people without consent.
  2. Do not imitate a named living artist's style commercially.
  3. Label generated material where it could be mistaken for documentary.
  4. Check the licence of the generator you use — the terms differ.

Mastery means

  • Reasons about rights and misuse
  • Assesses the technical countermeasures realistically
  • Applies a policy for their own use

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Sources

All the sources and licences