The ranked list is sorted in the order of the score S. We evaluate human action recognition in terms of this position average over all images, which we call Average Ranking (AR).
we use Average Ranking as our loss-function: Training the energy model involves finding the factors w * F that minimizes the loss: As we have only four parameters to learn in our energy model, we do this by performing an exhaustive search and cross validation.