Many fruits get mislabeled as vegetables, including avocados. Despite their green color, neutral flavor, and frequent use in savory dishes, avocados are scientifically fruits, since they contain a seed and are produced from the flowers of a tree, rather than being an edible part of the plant itself, as vegetables are.