> What's difficult is getting the labelled data necessary to distinguish between "is this a picture of a person or a picture of a cat?". Watson is great and it seems like IBM has made an investment in acquiring and collecting the data necessary to do that.

Are they using more than ImageNet? The ImageNet dataset(s) are not hard to get.