Can you take a picture of them stems ?
From the foliage seen in the pic, it does look like petunia. However, petunia's, not that I've ever seen, have woody stems nor do they generally survive a winter. The leaves look too round at the tip to be a fushia. The black patches look to me, to be frost damage, young leaves are generally more sensitive.
Example - fushia in pic below