The Gazette reported Wednesday that the video also shows a third officer dropping an unknown item at the scene.
Police have said officers were chasing Bailey, a robbery suspect, and shot him after he reached for a gun on Saturday.
The shooting of the black teen by white officers prompted street protests this week.
The video shows officers performing chest compressions on Bailey before a fire crew arrived 7 minutes after the shooting.
El Paso Sheriff’s Office is investigating the shooting. The Gazette reports that video from the officers’ body cameras has not been released.