Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations

Huimin Zeng; Zhenrui Yue; Lanyu Shang; Yang Zhang; Dong Wang

doi:10.1109/BigData55660.2022.10021090

Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations

Huimin Zeng
, Zhenrui Yue
, Lanyu Shang
, Yang Zhang
, Dong Wang

University of Illinois Urbana-Champaign

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022
Editors	Shusaku Tsumoto, Yukio Ohsawa, Lei Chen, Dirk Van den Poel, Xiaohua Hu, Yoichi Motomura, Takuya Takagi, Lingfei Wu, Ying Xie, Akihiro Abe, Vijay Raghavan
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1588-1593
Number of pages	6
ISBN (Electronic)	9781665480451
DOIs	https://doi.org/10.1109/BigData55660.2022.10021090
State	Published - 2022
Externally published	Yes
Event	2022 IEEE International Conference on Big Data, Big Data 2022 - Osaka, Japan Duration: Dec 17 2022 → Dec 20 2022

Publication series

Name	Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022

Conference

Conference	2022 IEEE International Conference on Big Data, Big Data 2022
Country/Territory	Japan
City	Osaka
Period	12/17/22 → 12/20/22

ASJC Scopus Subject Areas

Modeling and Simulation
Computer Networks and Communications
Information Systems
Information Systems and Management
Safety, Risk, Reliability and Quality
Control and Optimization

Access to Document

10.1109/BigData55660.2022.10021090

Cite this

Zeng, H., Yue, Z., Shang, L., Zhang, Y., & Wang, D. (2022). Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations. In S. Tsumoto, Y. Ohsawa, L. Chen, D. Van den Poel, X. Hu, Y. Motomura, T. Takagi, L. Wu, Y. Xie, A. Abe, & V. Raghavan (Eds.), Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022 (pp. 1588-1593). (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigData55660.2022.10021090

Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations. / Zeng, Huimin; Yue, Zhenrui; Shang, Lanyu et al.
Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. ed. / Shusaku Tsumoto; Yukio Ohsawa; Lei Chen; Dirk Van den Poel; Xiaohua Hu; Yoichi Motomura; Takuya Takagi; Lingfei Wu; Ying Xie; Akihiro Abe; Vijay Raghavan. Institute of Electrical and Electronics Engineers Inc., 2022. p. 1588-1593 (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Zeng, H, Yue, Z, Shang, L, Zhang, Y & Wang, D 2022, Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations. in S Tsumoto, Y Ohsawa, L Chen, D Van den Poel, X Hu, Y Motomura, T Takagi, L Wu, Y Xie, A Abe & V Raghavan (eds), Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022, Institute of Electrical and Electronics Engineers Inc., pp. 1588-1593, 2022 IEEE International Conference on Big Data, Big Data 2022, Osaka, Japan, 12/17/22. https://doi.org/10.1109/BigData55660.2022.10021090

Zeng H, Yue Z, Shang L, Zhang Y, Wang D. Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations. In Tsumoto S, Ohsawa Y, Chen L, Van den Poel D, Hu X, Motomura Y, Takagi T, Wu L, Xie Y, Abe A, Raghavan V, editors, Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 1588-1593. (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022). doi: 10.1109/BigData55660.2022.10021090

Zeng, Huimin ; Yue, Zhenrui ; Shang, Lanyu et al. / Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations. Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. editor / Shusaku Tsumoto ; Yukio Ohsawa ; Lei Chen ; Dirk Van den Poel ; Xiaohua Hu ; Yoichi Motomura ; Takuya Takagi ; Lingfei Wu ; Ying Xie ; Akihiro Abe ; Vijay Raghavan. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 1588-1593 (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022).

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Boosting Demographic Fairness of Face Attribute Classifiers via Latent Adversarial Representations

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Conference

ASJC Scopus Subject Areas

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