Validation of Classifiers for Facial Photograph Sorting Performance

We analyze how people make similarity judgements amongst a variety of facial photos. Our investigation is based on the experiment conducted for 25 participants who were presented with a randomly ordered set of 356 photos (drawn equally from Caucasian and First Nations races), which they sorted based on their individual assessment. The number of piles made by the participants was not restricted. After sorting was complete, each participant was asked to label each of his or her piles with description of the pile’s content.

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