Researchers said the results would reassure parents whose babies fail to put on weight quickly.
The study by the University of Bristol shows that most babies who are slow to put on weight in the first nine months of life have caught up to within the normal range by the age of 13.
There are significant differences in the pattern of 'catchup', depending on the infant's age when the slow weight gain occurs.
The study found that of the 11,499 infants born at term, 507 were slow to put on weight before the age of eight weeks and 480 were slow to gain weight between eight weeks and nine months. Thirty children were common to both groups.
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At that age, children in the later group were on average 5.5k lighter and almost 4cm shorter than their peers; those in the early group were on average 2.5k lighter and 3.25cm shorter than their peers.
The study shows that there were very different patterns of recovery between the early and late groups, even when other factors like the mother's education, background, and her weight and height were taken into account, but that there was little difference between boys and girls.
"However, as Children of the 90s is an observational study, there is limited information available about which infants received nutritional supplements or medical treatments.Use their parents were smaller and lighter too, he said in a statement.