The department just released a surveillance video of the suspect's car.
It's described as a red, early 2000's model, two-door Honda Accord.
The homicide happened just before 10 Sunday night near First Street and Iowa Avenue.
Detectives say Terry Zogg was walking down the street when someone standing in the intersection shot him in the back.
First responders rushed the 36-year-old to the hospital, where he died.
The suspect took off from the scene and has not been identified.
Anyone who has seen the car in these surveillance images is asked to call Fresno Police.