From the title I thought someone had a system that could generate decent paragraph length image descriptions. First I thought 'surely not', then clicked through and saw the authors (Esp. Fei Fei Li) and thought 'oh shit, maybe?', then glanced at the results and realised it is mostly about establishing a baseline system.
We are still 3 years off this, and 5 years wouldn't surprise me. Text is hard.