And what of histories great artists? You can take a walk through a gallery and see many things people wanted to express, reading the artists textual description of it won't invoke the same ideas in you.

You're right, and they do say a painting is worth a thousand words

My only counter would be - when you and I look at them do we get the same words (but I suppose you could also argue that for a book, poem, etc)