What do you call a female and male goose?

One male is a gander. More than one male are ganders. One female is a goose, and more than one female are geese.
An Adult Male Goose is called a "Gander"

An Adult Female Goose is called a "Goose"

A Young Goose (of either sex) is called a "Gosling"