Cruciferous Vegetables. Cruciferous vegetables are nonstarchy and part of the Brassica family. They include arugula, bok choy, broccoli, brussels sprouts, cabbage, cauliflower, collard and mustard greens, horseradish, kale, radishes, rutabaga, turnips and watercress.