The injuries in the city's Ninth Ward were from either gunshots or unidentified causes, the ABC television affiliate WGNO said, citing police.
WGNO said police had been on their way to disrupt the impromptu gathering, which was not permitted, when the suspects began shooting in the crowd.
The shooting is being investigated.