Metrics for Dataset Demographic Bias: A Case Study on Facial Expression
Recognition

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Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition

28 March 2023

Iris Dominguez-Catena

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Papers citing "Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition"

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Title
The Casual Conversations v2 Dataset Bilal Porgali Vítor Albiero Jordan Ryda Cristian Canton Ferrer C. Hazirbas 50 2 0 08 Mar 2023
Assessing Demographic Bias Transfer from Dataset to Model: A Case Study in Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar 68 12 0 20 May 2022
Domain Generalisation for Apparent Emotional Facial Expression Recognition across Age-Groups Rafael Poyiadzi Jie Shen Stavros Petridis Yujiang Wang Maja Pantic CVBM 48 4 0 18 Oct 2021
"Excavating AI" Re-excavated: Debunking a Fallacious Account of the JAFFE Dataset Michael J. Lyons 30 32 0 28 Jul 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 179 126 0 16 Jul 2021
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 63 138 0 16 Jun 2021
Towards Measuring Fairness in AI: the Casual Conversations Dataset C. Hazirbas Joanna Bitton Brian Dolhansky Jacqueline Pan Albert Gordo Cristian Canton Ferrer EGVM 81 93 0 06 Apr 2021
Responsible AI: Gender bias assessment in emotion recognition Artem Domnich G. Anbarjafari 130 50 0 21 Mar 2021
Investigating Bias and Fairness in Facial Expression Recognition Tian Xu J. White Sinan Kalkan Hatice Gunes CVBM 92 167 0 20 Jul 2020
Large image datasets: A pyrrhic win for computer vision? Vinay Uday Prabhu Abeba Birhane 71 366 0 24 Jun 2020
Context-Aware Emotion Recognition Networks Jiyoung Lee Seungryong Kim Sunok Kim Jungin Park Kwanghoon Sohn 55 231 0 16 Aug 2019
Auditing ImageNet: Towards a Model-driven Framework for Annotating Demographic Attributes of Large-Scale Image Datasets Chris Dulhanty A. Wong 64 42 0 03 May 2019
Deep Facial Expression Recognition: A Survey Shan Li Weihong Deng 192 1,299 0 23 Apr 2018
A disciplined approach to neural network hyper-parameters: Part 1 -- learning rate, batch size, momentum, and weight decay L. Smith 283 1,033 0 26 Mar 2018
AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild A. Mollahosseini Behzad Hasani Mohammad H. Mahoor CVBM 84 1,640 0 14 Aug 2017
Fairness in Criminal Justice Risk Assessments: The State of the Art R. Berk Hoda Heidari S. Jabbari Michael Kearns Aaron Roth 56 998 0 27 Mar 2017
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 233 4,329 0 07 Oct 2016
Challenges in Representation Learning: A report on three machine learning contests Ian Goodfellow D. Erhan P. Carrier Aaron Courville M. Berk Mirza ... Jingjing Xie Lukasz Romaszko Bing Xu Chuang Zhang Yoshua Bengio CVBM 137 1,614 0 01 Jul 2013