"Being able to distinguish between a large number of human faces is a surprisingly difficult task, mainly due to the fact that all human faces share the same basic features," said Cait Newport, a research fellow at University of Oxford in the UK.
It has been hypothesised that this task is so difficult that it can only be accomplished by primates, which have a large and complex brain, researchers said.
"To test this idea, we wanted to determine if another animal with a smaller and simpler brain, and with no evolutionary need to recognise human faces, was still able to do so," said Newport.
The researchers, including those from University of Queensland in Australia, found that fish, which lack the sophisticated visual cortex of primates, are nevertheless capable of discriminating one face from up to 44 new faces.
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The research provides evidence that fish - vertebrates lacking a major part of the brain called the neocortex - have impressive visual discrimination abilities.
The fish were then presented with the learned face and a series of new faces and were able to correctly choose the face they had initially learned to recognise.
They were able to do this task even when more obvious features, such as head shape and colour, were removed from the images.
The fish were highly accurate when selecting the correct face, reaching an average peak performance of 81 per cent in picking the previously learned face from 44 new faces and 86 per cent in second experiment in which facial features such as brightness and colour were standardised.
"Once the fish had learned to recognise a face, we then showed them the same face, as well as a series of new ones," she said.
In all cases, the fish continued to spit at the face they had been trained to recognise, proving that they were capable of telling the two apart, researchers said.
Even when we did this with faces that were potentially more difficult because they were in black and white and the head shape was standardised, the fish were still capable of finding the face they were trained to recognise, they said.