While this approach achieves good verb prediction and sense disambiguation accuracy, it is not clear to what extend the model captures human intuitions about visual verbs.
it is interesting to ask whether the image regions that the model identifies as salient for a given verb correspond to the regions a human observer relies on when determining which verb is depicted.