The study by University of Liverpool researchers looked at the lives of 14,000 adults in the US and UK through data captured in three studies.
They analysed data from time periods after the children had reached adulthood to find out their perception of their own weight - whether or not it was correct - and their subsequent weight gain over time.
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They found that, those who identified themselves as being 'overweight' were more likely to report overeating in response to stress and this predicted subsequent weight gain.
"Realising you are an overweight individual is in itself likely to be quite stressful and make making healthy choices in your lifestyle more difficult. It is a tricky finding for public health intervention work," said Dr Eric Robinson, from the university's Institute of Psychology, Health and Society.
"You would hope that making a person aware they are overweight would result in them being more likely to adopt a healthier lifestyle and lose some weight," said Robinson.
"What is important is to tackle stigma in society. People with a heavier body weight have body image challenges. That is not surprising given the way we talk about weight as a society," he added.
"But the way we talk about body weight and the way we portray overweight and obesity in society is something we can think about and reconsider," Robinson said.
The study was published in the International Journal of Obesity.
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