Fairness Indicators for Systematic Assessments of Visual Feature Extractors

Priya Goyal, Adriana Romero, Caner Hazırbaş, Levent Sagun, Nicolas Usunier · 2022 ACM Conference on Fairness, Accountability, and Transparency · 2022

Does everyone equally benefit from computer vision systems? Answers to this question become more and more important as computer vision systems are deployed at large scale, and can spark major concerns when they exhibit vast performance discrepancies between people from various demographic and social backgrounds.

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