Sorry to bother you, but the translation of your comment is pretty good (English -> Spanish -> French -> English):
No, it's not learning new classes of objects from a single image or a few images is very difficult. See
http://www.sciencemag.org/content/350/6266/1332.short
The machine translation is a joke.
Put comments on this page by translating Google into another language and go back to English and see what you get.
I did a little part of you. Just human level for just a simple little prayer.
> But even if you do not make this assumption, identifying the object involves spitting the distance from the performance of the human level.
Not to debunk your claims, just interesting to see how good translation works (even if it's not human-level, I can understand what you say).