The incident happened just after 9:30 p.m. Wednesday near Washington Boulevard and Hughes Avenue, according to Jennifer Atenza, public information officer for the Culver City Police Department.
Video from the scene showed a glass window at the bank that was apparently shattered in the shooting.
When officers arrived, they found a man suffering from a gunshot wound. He was treated at the hospital and has since been released.
Atenza said a search is underway for two suspects believed to be involved in the incident, but details about what led up to the gunfire were not available.