Intelligent Systems
Note: This research group has relocated.

Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers

2022

Conference Paper

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Author(s): Zietlow, D. and Lohaus, M. and Balakrishnan, G. and Kleindessner, M. and Locatello, F. and Schölkopf, B. and Russell, C.
Book Title: IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Pages: 10410--10421
Year: 2022
Month: June

Department(s): Autonomous Learning, Empirical Inference
Bibtex Type: Conference Paper (conference)

Event Place: New Orleans, Louisiana

State: Published
Supplement: https://openaccess.thecvf.com/content/CVPR2022/supplemental/Zietlow_Leveling_Down_in_CVPR_2022_supplemental.pdf
URL: https://openaccess.thecvf.com/content/CVPR2022/papers/Zietlow_Leveling_Down_in_Computer_Vision_Pareto_Inefficiencies_in_Fair_Deep_CVPR_2022_paper.pdf

Links: arXiv

BibTex

@conference{Zietlowetal22,
  title = {Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers},
  author = {Zietlow, D. and Lohaus, M. and Balakrishnan, G. and Kleindessner, M. and Locatello, F. and Sch{\"o}lkopf, B. and Russell, C.},
  booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages = {10410--10421},
  month = jun,
  year = {2022},
  doi = {},
  url = {https://openaccess.thecvf.com/content/CVPR2022/papers/Zietlow_Leveling_Down_in_Computer_Vision_Pareto_Inefficiencies_in_Fair_Deep_CVPR_2022_paper.pdf},
  month_numeric = {6}
}