Police said as a result of enquiries undertaken so far, they believe that a vehicle left the area at speed following the shooting.
This vehicle is of interest to the investigation and Police are seeking to speak to the occupants.
Detective Inspector Darrell Harpur said Vogeltown residents can expect to see an ongoing police presence in coming days, as investigations continue.
A scene guard remains in place at the house while a scene examination continues, and officers will also be visiting nearby properties.
Police would like to hear from any members of the public who were in the Travers St/Vogeltown area on Sunday afternoon, who may have seen something which could assist in the investigation.
This includes anyone who was driving in the area who may have relevant dashcam footage.
People can contact police via 105 and quote file number 210725/5546.