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Balanced Datasets Are Not Enough: Estimating and Mitigating Gender Bias in Deep Image Representations

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References

2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
2012Fairness through awareness3,501 cited
2016Equality of Opportunity in Supervised Learning2,535 cited
2015Certifying and Removing Disparate Impact1,827 cited
2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
2013Learning Fair Representations1,126 cited
2017Counterfactual Fairness995 cited
2017Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints829 cited
2015Unequal Representation and Gender Stereotypes in Image Search Results for Occupations509 cited
2018Women Also Snowboard: Overcoming Bias in Captioning Models404 cited
2018A Reductions Approach to Fair Classification364 cited

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2020Demographic Bias in Biometrics: A Survey on an Emerging Challenge263 cited
2020Fairness in Deep Learning: A Computational Perspective216 cited
2020Investigating Bias and Fairness in Facial Expression Recognition174 cited

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2023Gender bias perpetuation and mitigation in AI technologies: challenges and opportunities169 cited

2021Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases159 cited

2022A survey on bias in visual datasets137 cited

2021Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies125 cited

2021Fair Attribute Classification through Latent Space De-biasing123 cited

2021Understanding and Mitigating Annotation Bias in Facial Expression Recognition120 cited

2024A Comprehensive Review of Bias in Deep Learning Models: Methods, Impacts, and Future Directions103 cited

2022In-Processing Modeling Techniques for Machine Learning Fairness: A Survey99 cited

2022Exploring gender biases in ML and AI academic research through systematic literature review95 cited

2021Representation Learning with Statistical Independence to Mitigate Bias91 cited

2021Understanding and Evaluating Racial Biases in Image Captioning83 cited

2021EnD: Entangling and Disentangling deep representations for bias correction83 cited