The effect was also seen in those who have already quit smoking, researchers said.
It is already known that smoking, and especially the toxic chemicals in tobacco, causes a loss of taste among smokers, they said.
It also causes structural changes to the fungiform papillae of the tongue where the taste buds are located.
However, it is not yet known whether the full taste range returns to normal once a person quits smoking, or how long it takes.
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The participants were grouped into smokers, non-smokers and people who had quit smoking. The voluntary tests were conducted over the course of three consecutive "World No-Tobacco Days."
It was found that smoking status had no influence on a person's ability to recognise salty, sweet or sour tastes.
It did however have an effect on people's ability to taste the bitter taste of caffeine.
However, one in every five smokers (19.8 per cent) could not correctly recognise the taste, while the same happened one in every four times (26.5 per cent) that former smokers were put to the test.
Only 13.4 per cent of non-smokers could not correctly identify the bitter samples they were asked to taste.
Researchers believe that the accumulation in the body of some tobacco or combustion products may hamper the regeneration of taste buds, and therefore still impair a person's ability to recognise certain tastes even after they have stopped smoking.
The study was published in Springer's journal Chemosensory Perception.