We do not currently know of any antonyms for gooney bird.
The noun gooney bird is defined as:
Any of several albatrosses, especially the black-footed albatross (Diomedea nigripes) and the Laysan albatross, that dwell primarily on islands in the Pacific Ocean, often near naval bases.