Note that, following standard practice, descriptor clustering was performed ignoring the region partition, but the resulting visual words correspond to different dimensions in the concatenated BoVW vectors, depending on the region in which they occur.
a vocabulary of k visual words results in BoVW vectors with k × 16 dimensions.