A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure

Jamal Alasadi; Ahmed Alhilli; Pradeep K. Atrey; Vivek K. Singh

doi:10.1109/BigMM55396.2022.00033

A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure

Jamal Alasadi, Ahmed Alhilli, Pradeep K. Atrey, Vivek K. Singh

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

Original language	English
Title of host publication	Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	150-157
Number of pages	8
ISBN (Electronic)	9781665459631
DOIs	https://doi.org/10.1109/BigMM55396.2022.00033
State	Published - 2022
Externally published	Yes
Event	8th IEEE International Conference on Multimedia Big Data, BigMM 2022 - Virtual, Online, Italy Duration: Dec 5 2022 → Dec 7 2022

Publication series

Name	Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022

Conference

Conference	8th IEEE International Conference on Multimedia Big Data, BigMM 2022
Country/Territory	Italy
City	Virtual, Online
Period	12/5/22 → 12/7/22

ASJC Scopus Subject Areas

Media Technology
Artificial Intelligence
Computer Networks and Communications
Computer Science Applications
Computer Vision and Pattern Recognition
Information Systems
Information Systems and Management

Keywords

Bias in Machine Learning
Face Detection
Face Matching
Fairness
Neural Network

Access to Document

10.1109/BigMM55396.2022.00033

Cite this

Alasadi, J., Alhilli, A., Atrey, P. K., & Singh, V. K. (2022). A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure. In Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022 (pp. 150-157). (Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigMM55396.2022.00033

A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure. / Alasadi, Jamal; Alhilli, Ahmed; Atrey, Pradeep K. et al.
Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 150-157 (Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022).

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

Alasadi, J, Alhilli, A, Atrey, PK & Singh, VK 2022, A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure. in Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022. Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022, Institute of Electrical and Electronics Engineers Inc., pp. 150-157, 8th IEEE International Conference on Multimedia Big Data, BigMM 2022, Virtual, Online, Italy, 12/5/22. https://doi.org/10.1109/BigMM55396.2022.00033

Alasadi J, Alhilli A, Atrey PK, Singh VK. A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure. In Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 150-157. (Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022). doi: 10.1109/BigMM55396.2022.00033

Alasadi, Jamal ; Alhilli, Ahmed ; Atrey, Pradeep K. et al. / A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure. Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 150-157 (Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022).

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title = "A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure",

keywords = "Bias in Machine Learning, Face Detection, Face Matching, Fairness, Neural Network",

author = "Jamal Alasadi and Ahmed Alhilli and Atrey, {Pradeep K.} and Singh, {Vivek K.}",

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KW - Fairness

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M3 - Conference contribution

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BT - Proceedings - 2022 IEEE 8th International Conference on Multimedia Big Data, BigMM 2022

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ER -

A Generative Approach to Mitigate Bias in Face Matching using Learned Latent Structure

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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