Investigating Bias and Fairness in Facial Expression Recognition

20 July 2020

Papers citing "Investigating Bias and Fairness in Facial Expression Recognition"

50 / 73 papers shown

Title
Gone With the Bits: Revealing Racial Bias in Low-Rate Neural Compression for Facial Images Tian Qiu Arjun Nichani Rasta Tadayontahmasebi Haewon Jeong 34 0 0 05 May 2025
Some Optimizers are More Equal: Understanding the Role of Optimizers in Group Fairness Mojtaba Kolahdouzi Hatice Gunes Ali Etemad 28 0 0 21 Apr 2025
AsyReC: A Multimodal Graph-based Framework for Spatio-Temporal Asymmetric Dyadic Relationship Classification Wang Tang Fethiye Irmak Dogan Linbo Qing Hatice Gunes 35 0 0 07 Apr 2025
Attention IoU: Examining Biases in CelebA using Attention Maps Aaron Serianni Tyler Zhu Olga Russakovsky V. V. Ramaswamy 45 0 0 25 Mar 2025
On the Origins of Sampling Bias: Implications on Fairness Measurement and Mitigation Sami Zhioua Ruta Binkyt.e Ayoub Ouni Farah Barika Ktata 38 0 0 23 Mar 2025
CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement Chenrui Ma Rongchang Zhao Xi Xiao Hongyang Xie Tianyang Wang Xuben Wang Huan Zhang Yanning Shen 65 1 0 11 Mar 2025
Biased Heritage: How Datasets Shape Models in Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar Marybeth Defrance Maarten Buyl Tijl De Bie 66 0 0 05 Mar 2025
Testing for Causal Fairness Jiarun Fu LiZhong Ding Pengqi Li Qiuning Wei Yurong Cheng Xu Chen 51 0 0 18 Feb 2025
U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Jiaee Cheong Aditya Bangar Sinan Kalkan Hatice Gunes 92 2 0 17 Jan 2025
Impact of Data Distribution on Fairness Guarantees in Equitable Deep Learning Yan Luo Congcong Wen Min Shi Hao Huang Yi Fang Mengyu Wang FedML 26 0 0 31 Dec 2024
Balancing the Scales: Enhancing Fairness in Facial Expression Recognition with Latent Alignment S. A. Rizvi Aryan Seth Pratik Narang 26 0 0 25 Oct 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 38 0 0 02 Oct 2024
PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical Labels Aayushman Hemanth Gaddey Vidhi Mittal Manisha Chawla Gagan Raj Gupta 30 1 0 08 Sep 2024
Towards Social AI: A Survey on Understanding Social Interactions Sangmin Lee Minzhi Li Bolin Lai Wenqi Jia Fiona Ryan ... Ozgur Kara Bikram Boote Weiyan Shi Diyi Yang James M. Rehg 39 4 0 05 Sep 2024
MST-KD: Multiple Specialized Teachers Knowledge Distillation for Fair Face Recognition Eduarda Caldeira Jaime S. Cardoso Ana F. Sequeira Pedro C. Neto CVBM 40 2 0 29 Aug 2024
Multimodal Gender Fairness in Depression Prediction: Insights on Data from the USA & China Joseph Cameron Jiaee Cheong Micol Spitale Hatice Gunes 31 1 0 07 Aug 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 58 9 0 27 Jun 2024
Less can be more: representational vs. stereotypical gender bias in facial expression recognition Iris Dominguez-Catena D. Paternain A. Jurio M. Galar 42 4 0 25 Jun 2024
FairLENS: Assessing Fairness in Law Enforcement Speech Recognition Yicheng Wang Mark Cusick Mohamed Laila Kate Puech Zhengping Ji Xia Hu Michael Wilson Noah Spitzer-Williams Bryan Wheeler Yasser Ibrahim 29 0 0 21 May 2024
Biasing & Debiasing based Approach Towards Fair Knowledge Transfer for Equitable Skin Analysis Anshu Pundhir Balasubramanian Raman Pravendra Singh 37 0 0 16 May 2024
Algorithmic Fairness: A Tolerance Perspective Renqiang Luo Tao Tang Feng Xia Jiaying Liu Chengpei Xu Leo Yu Zhang Wei Xiang Chengqi Zhang FaML 74 0 0 26 Apr 2024
Model Compression Techniques in Biometrics Applications: A Survey Eduarda Caldeira Pedro C. Neto Marco Huber Naser Damer Ana F. Sequeira 40 11 0 18 Jan 2024
Mitigating Algorithmic Bias on Facial Expression Recognition Glauco A. Amigo Pablo Rivas-Perea Robert J. Marks CVBM 13 0 0 23 Dec 2023
TrojFair: Trojan Fairness Attacks Meng Zheng Jiaqi Xue Yi Sheng Lei Yang Qian Lou Lei Jiang 10 3 0 16 Dec 2023
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous Driving David Fernández Llorca Pedro Frau Ignacio Parra R. Izquierdo Emilia Gómez 47 1 0 11 Dec 2023
The Ethics of Automating Legal Actors Josef Valvoda Alec Thompson Ryan Cotterell Simone Teufel AILaw ELM 24 1 0 01 Dec 2023
Leveraging Diffusion Disentangled Representations to Mitigate Shortcuts in Underspecified Visual Tasks Luca Scimeca Alexander Rubinstein A. Nicolicioiu Damien Teney Yoshua Bengio DiffM 26 2 0 03 Oct 2023
Addressing Racial Bias in Facial Emotion Recognition Alex Fan Xuesu Xiao Peter Washington 24 1 0 09 Aug 2023
A Multidimensional Analysis of Social Biases in Vision Transformers Jannik Brinkmann Paul Swoboda Christian Bartelt 22 6 0 03 Aug 2023
Toward Fair Facial Expression Recognition with Improved Distribution Alignment Mojtaba Kolahdouzi Ali Etemad 24 1 0 11 Jun 2023
Shedding light on underrepresentation and Sampling Bias in machine learning Sami Zhioua Ruta Binkyt.e 16 0 0 08 Jun 2023
Integrating Psychometrics and Computing Perspectives on Bias and Fairness in Affective Computing: A Case Study of Automated Video Interviews Brandon M. Booth Louis Hickman Shree Krishna Subburaj Louis Tay S. E. Woo S. D’Mello FaML 32 19 0 04 May 2023
FLAC: Fairness-Aware Representation Learning by Suppressing Attribute-Class Associations Ioannis Sarridis C. Koutlis Symeon Papadopoulos Christos Diou 37 9 0 27 Apr 2023
Preemptively Pruning Clever-Hans Strategies in Deep Neural Networks Lorenz Linhardt Klaus-Robert Muller G. Montavon AAML 26 7 0 12 Apr 2023
A Survey on Personalized Affective Computing in Human-Machine Interaction Jialin Li A. Waleed Hanan Salam AI4TS 14 6 0 01 Apr 2023
Affective Computing for Human-Robot Interaction Research: Four Critical Lessons for the Hitchhiker Hatice Gunes Nikhil Churamani 22 3 0 31 Mar 2023
Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar 23 10 0 28 Mar 2023
Using Positive Matching Contrastive Loss with Facial Action Units to mitigate bias in Facial Expression Recognition Varsha Suresh Desmond C. Ong FaML CVBM 37 4 0 08 Mar 2023
Ethical Considerations for Responsible Data Curation Jerone T. A. Andrews Dora Zhao William Thong Apostolos Modas Orestis Papakyriakopoulos Alice Xiang 17 19 0 07 Feb 2023
Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal Ronglai Zuo Brian Mak SLR 29 18 0 26 Dec 2022
Privacy against Real-Time Speech Emotion Detection via Acoustic Adversarial Evasion of Machine Learning Brian Testa Yi Xiao Harshit Sharma Avery Gump Asif Salekin AAML 27 7 0 17 Nov 2022
Debiasing Methods for Fairer Neural Models in Vision and Language Research: A Survey Otávio Parraga Martin D. Móre C. M. Oliveira Nathan Gavenski L. S. Kupssinskü Adilson Medronha L. V. Moura Gabriel S. Simões Rodrigo C. Barros 45 18 0 10 Nov 2022
Gender Stereotyping Impact in Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar 26 6 0 11 Oct 2022
A survey of Identification and mitigation of Machine Learning algorithmic biases in Image Analysis Laurent Risser Agustin Picard Lucas Hervier Jean-Michel Loubes FaML 33 5 0 10 Oct 2022
Automatic Context-Driven Inference of Engagement in HMI: A Survey Hanan Salam Oya Celiktutan Hatice Gunes Mohamed Chetouani 11 10 0 30 Sep 2022
Fairness Reprogramming Guanhua Zhang Yihua Zhang Yang Zhang Wenqi Fan Qing Li Sijia Liu Shiyu Chang AAML 83 38 0 21 Sep 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 24 22 0 22 Aug 2022
Bias Reducing Multitask Learning on Mental Health Prediction Khadija Zanna K. Sridhar Han Yu Akane Sano 12 20 0 07 Aug 2022
Bias Discovery in Machine Learning Models for Mental Health P. Mosteiro Jesse Kuiper Judith Masthoff Floortje E. Scheepers Marco Spruit 13 18 0 24 May 2022
Mitigating Bias in Facial Analysis Systems by Incorporating Label Diversity Camila Kolling Victor Araujo Adriano Veloso S. Musse 25 3 0 13 Apr 2022