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In every reported case where police mistakenly arrested someone using facial recognition, that person has been Black
(www.businessinsider.com)
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Using mugshots to train AI without consent feels illegal. Plus, it wouldn't even make a very good training set, as the AI would only be able to identify perfectly straight images shot in ideal lighting conditions.