Fungi do not possess chlorophyll and they depend on other plants. Ferns make their own food and they need fertilization, whereas fungi do not need fertilization.
Fungi do not engage in photosynthesis, whereas ferns, which identify as plants, engage in photosynthesis and produce glucose from carbon dioxide and sunlight.