AI bias tests gloss over a crucial aspect of skin color, Sony research claims

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AI bias tests gloss over a crucial aspect of skin color, Sony research claims
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It calls for systems to take red/yellow hues into account.

In a new paper, Sony AI ethics researchers call for AI algorithms to be measured against a diverse range of skin hues, in addition to skin tones.While the AI industry has focused on making its algorithms less biased based on the lightness or darkness of people’s skin tones, new research from Sony is calling for red and yellow skin hues to also be taken into account.

The problem, according to Sony’s research, is that both scales are primarily focused on the lightness or darkness of skin tone. “If products are just being evaluated in this very one-dimensional way, there’s plenty of biases that will go undetected and unmitigated,” Alice Xiang, Sony’s global head of AI Ethics. “Our hope is that the work that we’re doing here can help replace some of the existing skin tone scales that really just focus on light versus dark.

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