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  • Overview ‹ Gender Shades — MIT Media Lab
    Gender Shades: leading tech companies' commercial AI systems significantly mis-gender women and darker skinned individuals Researcher Joy Buolamwini initiated a systematic investigation after testing her TED speaker photo on facial analysis technology from leading companies
  • Frequently Asked Questions ‹ Gender Shades — MIT Media Lab
    Using the dermatologist-approved Fitzpatrick Skin Type classification system, we characterize the gender and skin type distribution of two facial analysis benchmarks, IJB-A and Adience
  • Gender Shades: Intersectional Accuracy Disparities in Commercial Gender . . .
    Using the dermatolo-gist approved Fitzpatrick Skin Type clas-si cation system, we characterize the gen-der and skin type distribution of two facial analysis benchmarks, IJB-A and Adience
  • Gender Shades: Intersectional Accuracy Disparities in Commercial . . . - PMLR
    Using the dermatologist approved Fitzpatrick Skin Type classification system, we characterize the gender and skin type distribution of two facial analysis benchmarks, IJB-A and Adience
  • The Gender Shades project – Everyday Research Methods
    Researcher Joy Buolamwini of MIT has conducted a fascinating study of how accurately image-processing algorithms detect and classify the faces of people from different racial and gender backgrounds
  • Gender Shades
    The Gender Shades project evaluates the accuracy of AI powered gender classification products This evaluation focuses on gender classification as a motivating example to show the need for increased transparency in the performance of any AI products and services that focused on human subjects
  • Algorithmic Justice League - Gender Shades
    This research used the computer vision task of gender classification (guessing the gender of an individual from a headshot image) to powerfully demonstrate algorithmic bias from IBM, Microsoft, and Face++
  • Joy Buolamwini: examining racial and gender bias in facial analysis . . .
    I decided to focus my MIT thesis on studying facial analysis technology I launched a project called Gender Shades where I tested commercially sold AI systems from IBM, Microsoft, and
  • Gender Shades
    How well do IBM, Microsoft, and Face++ AI services guess the gender of a face? It takes all of us to make change
  • Facial Recognition | Gendered Innovations
    Despite efforts by academic and industrial researchers to improve reliability and robustness, recent studies demonstrate that these systems can discriminate based on characteristics such as race and gender, and their intersections (Buolamwini Gebru, 2018)





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