I am writing a fantasy novel set in the Middle East. For multiple reasons related to both plot and atmosphere, I'm using flowers and flowering trees a lot in both descriptions and dialogue. Trouble is, many plants that are very common in the Middle East don't have common names in English - only clunky Latin names. For example:
They rested under the branches of a Vachellia tortilis during the hot hours of the day, and only continued on their way when the sun hung low over the West horizon.
Or
He walked from between the trees out into a clearing covered with Sternbergias in full bloom.
Or
They're as impossible to kill as a Faidherbia albida.
The Latin names evoke nothing at all, and break the flow of the narration.
If I limit myself only to plants with common English names, I am left with only a small subset of the flora I see around me. Is there a way I can make use of the full range of Middle-Eastern plants (or at least of enough of them that I don't get stuck seeking for something that would be in flower in a given habitat in a given season, and please please please have an English common name), without the text creaking, clunking, and crashing into a wall of disinterest?