Most of these weeds are commonly mistaken for annuals and perennials—but they can stunt the rest of your seedlings if left unchecked. Common Purslane Prickly Lettuce Trumpet Vines Field Bindweed Weedy Amaranth (also pigweed) Tree-of-Heaven Celandine