Gender Shades - Intersectional Accuracy Disparities in Commercial Gender Classification

Gender Shades - Intersectional Accuracy Disparities in Commercial Gender Classification

ACM FAccT Conference via YouTube Direct link

Microsoft

12 of 27

12 of 27

Microsoft

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Gender Shades - Intersectional Accuracy Disparities in Commercial Gender Classification

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  1. 1 Introduction
  2. 2 Motivation
  3. 3 Background
  4. 4 Gender Classification
  5. 5 Benchmarks
  6. 6 Labeling
  7. 7 Benchmark Limitations
  8. 8 Overall Accuracy
  9. 9 Accuracy by Gender
  10. 10 Accuracy on Skin Type
  11. 11 Intersectional Evaluation for Gender Classification
  12. 12 Microsoft
  13. 13 Face Plus
  14. 14 IBM
  15. 15 Companies Response
  16. 16 Microsoft Response
  17. 17 IBM Response
  18. 18 Key takeaways
  19. 19 Intersectionality matters
  20. 20 The dangers of supremely white data
  21. 21 How is this technology used
  22. 22 Is this a good thing
  23. 23 How this technology is used
  24. 24 Quick question
  25. 25 Question
  26. 26 Question Fitzpatrick
  27. 27 Conclusion

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