On the other hand, there has been research on training object and event models from large corpora of complex images and video in the computer-vision community (Kuznetsova et al., 2012;Sadanand and Corso, 2012;Ordonez et al., 2011;Yao et al., 2010).
most such work requires training data that labels individual concepts with individual words (i.e., ob-jects delineated via bounding boxes in images as nouns and events that occur in short video clips as verbs).