This gets a little more detailed into the work, but compared to other papers that have sprung up in this area recently, our paper slightly frowns on the idea of

This gets a little more detailed into the work, but compared to other papers that have sprung up in this area recently, our paper slightly frowns on the idea of distilling a complex image into a single short sentence description. In that sense we are a little more ambitious and we're trying to produce snippets of text that cover the full image with descriptions on level of image regions. I would call our results encouraging, but there is certainly more work to be done here. And I think one of the limitations right now to do a good job is the amount of training data available to us.