About Face: A Survey of Facial Recognition Evaluation

Genevieve Fried; Inioluwa Deborah Raji

About Face: A Survey of Facial Recognition Evaluation

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arxiv 2102.00813 v1 pith:IDZ5BMC7 submitted 2021-02-01 cs.CV cs.AI

Inioluwa Deborah Raji , Genevieve Fried This is my paper · ORCID

classification cs.CVcs.AI

keywords surveydatasetsfacemillionactuallycapabilitycasechanges

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We survey over 100 face datasets constructed between 1976 to 2019 of 145 million images of over 17 million subjects from a range of sources, demographics and conditions. Our historical survey reveals that these datasets are contextually informed, shaped by changes in political motivations, technological capability and current norms. We discuss how such influences mask specific practices (some of which may actually be harmful or otherwise problematic) and make a case for the explicit communication of such details in order to establish a more grounded understanding of the technology's function in the real world.

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