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What's to stop a troll from setting up a signal at arbitrary locations and ruining people's pictures?

The only manual classification used was separating dresses into "like" and "dislike" categories. The rest is just pixel data.

Good suggestion! Added a section to the post about this (and gave you credit for the suggestion at the bottom of the article).