The 35-year-old woman was struck at 28th Avenue and Ulmer Street in College Point just before 6:30 a.m.
She was conscious and alert, and taken to the hospital in stable condition.
Detectives believe the recruit was struck and dragged 200 to 300 feet by a garbage truck.
The driver may not have known he struck the woman.