The woman, who is known to police, was found by a passerby around 5:45 a.m. ET conscious and covered in blood in a cluster of trees by a rail junction at Moreau and Ontario streets.
She taken to hospital where she is listed as being in critical condition.
Police said the woman is known to police and that it's too early to rule out any causes for her injuries.
Investigators are looking for possible witnesses.