Too perfect: repeated patterns and copy-paste symmetry in AI images
Nature repeats with variation. Generated images sometimes repeat without it.
Models generate textures by learning patterns, and they sometimes repeat them too exactly: identical leaves, cloned clouds, the same face twice in a crowd, a row of fruit where every piece is the same size.
Composition can be suspiciously balanced too. A centred subject, a perfect rule-of-thirds horizon, and a background that frames it neatly can make an image feel like a stock photo of a stock photo.
Checklist
- Look for clones in crowds, leaves, bricks and food.
- Check whether paired things like earrings and shoes are mirror copies.
- Ask whether the composition is too neat for the situation.
False alarms
Mass-produced objects are identical in real life too. Supermarket shelves are full of clones.
Test yourself
Put it into practice in the daily AI or Real game or the endless quiz.