I am currently trying to create a One-Shot network using the Siamese architecture for an object that isn't a face.
My problem is, in normal Face Recognition the detecting gadget (e.g. Smartphone) knows which image it should compare the face, currently trying to unlock the tool, to.
In my case, I don't know the object's identity so I would have to compare every other object in the database to it.
Is there a better, more efficient way of checking the identity of the object without comparing it to any other object. A normal classification doesn't work in my case, because new unknown objects can be added any time.