Two men who died in rough waters off a popular pier were swept into the ocean during wild winds, sparking renewed calls for vigilance in extreme weather events.

The men, who are yet to be formally identified, were found unresponsive in the water off Frankston in Melbourne's south east at about 5pm on Wednesday as the state was lashed by intense wind gusts.

They were winched back to shore using a police helicopter but could not be revived, Victoria Police said in a statement.

Frankston City Mayor Kris Bolam said the men were swept from the Frankston Pier during extreme wind conditions.

"This devastating event is a sharp reminder of the power of nature and the real risk posed by severe weather," Mr Bolam said in a statement.

"I ask everyone to stay safe, remain vigilant, and if in doubt

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