Can the models used for brain-signal interpretation be used as ML algos?

I read a few days ago that the abstract of an article talking about some success in mapping the brain signals to a vocabulary of words.

That made me think that this model should be able to work on 2 images with an apple also.

If not, why wouldn't it?