Accuracy is measured as min((number of humans that provided that answer)/3, 1) i.e. 100% accurate if at least 3 humans provided that exact answer, as outlined here: http://visualqa.org/evaluation.html.

No, this model is from the NIPS15 paper by Ren et al (http://arxiv.org/abs/1505.02074).