What annuals self-seed?
This is a short list of what may self-seed, but it is dependent upon where you live and what conditions the seeds have been exposed to. Some may self-seed gently, others may be said to be invasive. If concerned about becoming too invasive, check with other gardeners in your area, to see how they would describe the plant.
Love Lies Bleeding