Dense Models from Videos
Michael Witbrock · 2015
Many recent advances in computer science have been driven by the convergent availability of large numbers of data and of fast machines on which to analyze them. This availability has enabled us to acquire implicit partial models of the underlying generators for the data and apply those models to tasks such as translation, transcription, and image captioning. To date, though, few if any of these models have been dense, in the sense of thoroughly modelling some aspect of the world in way that can facilitate any relevant task. Dense models should support: