Yes! Canned and frozen artichokes are interchangeable, keeping in mind the taste and texture aren't quite the same. Frozen artichokes are most similar to fresh, while canned artichokes are softer and have a subtle tangy flavor. You can make this soup with canned artichokes, but rinse and drain well beforehand. From there, they can be added straight to the soup.