Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers
2022
Conference Paper
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ei
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
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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} } |