Yes, unless you sink the pots into the ground and hide the edges with mulch, Tiffany. I do this a lot because most of my yard is full of oak tree roots and many of my ornamentals just can't compete.
But if you've ever visited Epcot in Orlando, they do this all the time, and that's how they keep their gardens in full bloom and looking so perfect, and are able to change the plantings so quickly and easily. When one thing is in its glory, they fill a huge bed with pots of it, then when it starts to fade they replace with something else.