Yes of course but canned tomatoes, apart from making this recipe easier, are picked while ripe and instantly canned to retain all of their flavor and freshness. The fresh tomatoes at the grocery store, especially during the winter when you're most often enjoying this soup, are in the off-season and not as flavorful. However, I recommend using a combination of medium tomatoes, roma tomatoes and cherry tomatoes.