Beyond Fairness in Computer Vision
Timnit GebruRemi Denton
Broschiertes Buch

Beyond Fairness in Computer Vision

A Holistic Approach to Mitigating Harms and Fostering Community-Rooted Computer Vision Research

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The field of computer vision is now a multi-billion dollar enterprise, with its use in surveillance applications driving this large market share. In the last six years, computer vision researchers have started to discuss the risks and harms of some of these systems, mostly using the lens of fairness introduced in the machine learning literature to perform this analysis. While this lens is useful to uncover and mitigate a narrow segment of the harms that can be enacted through computer vision systems, it is only one of the toolkits that researchers have available to uncover and mitigate the har...