Officers found a man shot on Encina Street near Harold around 9 o'clock last night.
Police say a vehicle had been struck by several bullets.
The man was taken to the hospital, but authorities have not released an update on his condition.
A woman later arrived at the hospital on her own with a gunshot wound.
Authorities believe both victims were in the vehicle at the time of the shooting.
Anyone with information is urged to contact Visalia police.