Volker Thoma of the University of East London in the UK set up experiments to study people's ability to process faces.
In the experiments, participants were asked to identify a famous politician such as Tony Blair and Bill Clinton or pop stars such as Mick Jagger and Robbie Williams from among other unfamiliar faces.
In both cases, a distractor face was placed to the side of the screen, but participants were asked to ignore it.
Participants had to quickly respond to whether it was a famous politician or singer. Despite being asked to ignore the unknown face on the periphery, its presence still influenced participants' ability to recognise the famous face, showing that faces are hard to ignore.
However, when more faces were shown in the centre - making it harder to find Mick Jagger - participants did not notice the irrelevant face anymore.
According to Thoma, this indicates that humans can only deal with and process a few faces at a time, whether they are well known or not.
Thoma said the result was 'surprising', as upside-down faces are usually less recognisable and easier to ignore.
In fact, it was previously thought that upside down faces are not perceived as individual faces, but more like objects. One would have therefore expected the famous face to stand out, which it didn't.
So far it has been assumed that humans recognise faces as one whole object or image, and not by looking at different parts (such as lips, ears and eyes) or local features that together form a face.
"People recognise faces automatically as long as they have sufficient capacity to do so, but not when this ability is stretched by the presence of too many faces," said Thoma.
"Face recognition seems to be limited to the amount of face-specific resources or parts, and even happens when other faces are shown upside down," Thoma said.
The study is published in Springer's journal Psychonomic Bulletin & Review.
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