Interesting question. It might turn out and it might not. Shadow edges are a big component of the features that get detected on images that have them. The question is whether or not there will be enough detail that is common between the two sets.
Run a small free test with a dataset to test it. This is the first time this We are interested to see what happens so we are interested to see what happens.