1), where we discard all candidates of role-filler pairings with a score less than zero.
given an image i, we formulate the role prediction problem as a mapping L: the predicted role (and the frame it is associated with) which an image region r ∈ R i of i fills is that e ∈ E to which r is most similar in the visual-frame-semantic space.