An exhaustive comparison will deviate from the goal of this paper, which is to show that at least some visual embeddings are able to better represent certain attributes than state-of-the-art DMs.
we employ an off-the-shelf CNN model, as CNNs generally outperform the old approaches such as SIFT, HOG or SURF (LeCun et al., 2015).