However, Darwin was the first to provide an explanation for the functional significance of the two types of flower, researchers said.
In 1862, Darwin presented the case that some plant species have two floral forms that differ in height and arrangement of the male and female sexual structures - and adopted the term 'heterostyly'.
Darwin had published his hypotheses of Natural Selection in the Origin of Species (1859) - just a year before first noticing heterostyly.
But new research shows that Darwin was not the first to observe heterostyly. It had in fact been documented in a number of 17th and 18th Century botanical records.
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The phenomenon had even been noticed as far back as the 16th century - a time when plants were studied and catalogued for their medicinal benefits and sometimes even for magic and spells. The true significance however of the two floral forms was not realised at the time.
"Darwin is widely recognised as the first to study pin and thrum flowers in Primula and importantly he was the first to provide an explanation for the functional significance of the two types of flower," said lead researcher Phil Gilmartin, from the University of East Anglia in UK.
This realisation triggered a journey into archives of botanical texts, letters, copper-plate prints, and drawings dating back to the 16th century - in search of earlier documents that could have influenced Darwin and the origins of his idea.
Gilmartin presented the full history of Darwin's discovery for the first time in his study.
"But this work pulls together all the existing documentation, including early floral prints, to trace the history of the idea - over three centuries," Gilmartin said.
"Going right back to the 16th century, much of the documentation was in the form of 'herbals' - descriptions of plants put together for medicinal purposes. These sorts of texts would sometimes also hold information about their magical powers and legends associated with them," he said.
"At least seven botanists, through the ages either drew or described the two forms of flower before Darwin made his observations," he added.