Absolutely not.
The only benefit for reflectors is to provide / improve visibility of the bicycle / bicyclist, especially in low light conditions, when illuminated by motor vehicle headlights, to reduce the risk of being struck by a motor vehicle.
The added advantage of reflectors on the spokes and pedals is the increased visibility of natural motion.