It even works for dresses that were not in the training set:
Yes, that first dress is in the training data, but she did do reconstructions on dresses not used to build the PCA basis. They look decent, but they aren't as good as that first example. And, as she points out, they can't reproduce patterns that are not in the initial data very well, and can't reproduce accessories that were not in the initial data at all.