Holiday Inn Express Hotel & Suites Palm Bay, an IHG Hotel receives great reviews from guests. Comfort Suites Palm Bay - Melbourne and Quality Inn Palm Bay - Melbourne I-95 are also excellent options to stay in Palm Bay pool.