Begonias don't have to be annuals, and can survive the winter, if you take the necessary preparations to protect them from the low temperatures.
Hardy spring-flowering bulbs such as tulips, daffodils, and crocuses can remain planted in the ground during winter in most climates. "But tender bulbs, which can easily be damaged by frost, will need ...