Yes, they are safe. Indeed, five years of clinical testing has shown atropine to be safe for long-term use in children.
However, there can be some very minimal side effects. These include glare as a result of slight pupil dilation, as well as mild changes in the ability to focus on near objects.
On rare occasions some children report sensitivity to the eye drops and preservatives.