Yes, unfortunately if you're being specifically targeted, they'll probably know about your dogs and have a plan.

I was going to add something similar. There was a rash of petty burglaries in my neighborhood about 10 years ago, in broad daylight. Cops told me they were meth heads and didn't care about dogs -- they'd either risk the dog leaving them alone or harm the dog to get their business done.