The bodies are, in fact, rotting, though that might not be evident from a distance. So, essentially, recently deceased bodies. The souls are obviously not meant to be attached to these bodies, so yes it will be obvious that they're dead.

A dead soul is a soul that has been detached from its original living body. These are just human souls, attached to dead bodies, that are very confused and violent as a result.