The video was filmed last night outside The Albert Park Hotel just after 8pm.
The footage depicts Carey in a heated exchange.
The former North Melbourne captain appears to grab a man by his jacket.
Police said they were called to the incident, but those involved had left the area before officers arrived.
No official report has been made, police said.
9News has contacted Carey for comment.
