What kind of plants have the ability to grow large and tall and also lose their leaves in the fall

To what it sounds like you are talking about, it must be trees. there, of course, are probably various other plants that may do the same, but considering we live around trees a lot, I think that's what you are asking.

Trees are types of plants that grow large and tall and also shed their leaves in the fall.