Unseen objects detection

I am interested in applying deep learning in a prosthetic hand to allow the users to manipulate objects with the right grasp. That’s why i will build a model to detect objects and then decide the right grasp to manipulate that object. The challenge here is that i can’t train my model on all the possible objects. So please how can i deal with unseen objects.