An injured man is recovering at a Melbourne hospital where he was dropped with a gunshot victim who has since died.

Police are still searching for the driver of a car who left the pair at Casey hospital and then drove away in the early hours of Saturday.

The gunshot victim, a 25-year-old Berwick man, died.

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The second man, 26, from Upper Beaconsfield, was in a critical condition with head and chest injuries.

He has been transferred to Dandenong hospital, where he remains in a stable condition on Sunday night.

Both men were known to police.

Homicide detectives have released images of what is believed to be a white Holden Commodore caught on a security camera at the hospital about 12.40am on Saturday.

The driver is believed to have an injured arm.