The standoff unfolded at the Central Park Apartments located at 3230 South Gessner Road near Richmond Avenue.
Harris County Sheriff's Office SWAT said the suspects were wanted for aggravated robbery and deputies were trying to execute a search warrant.
In an update posted to Twitter, SWAT officials said everyone is safe and no one was injured.