Police in Norwalk responded to a home on Imperial Drive Tuesday following an altercation.
According to police, a homeowner saw two people in his backyard and confronted them.
Police say they fought, leaving the homeowner with some minor injuries.
A police K-9 unit was deployed to area to help track the suspects.
The homeowner was taken to the hospital, but is expected to be OK.