Ethical Considerations for Responsible Data Curation

7 February 2023

Orestis Papakyriakopoulos

Alice Xiang

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Papers citing "Ethical Considerations for Responsible Data Curation"

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Title
Fair Classification with Group-Dependent Label Noise Jialu Wang Yang Liu Caleb C. Levy NoLa 39 103 0 31 Oct 2020
"What We Can't Measure, We Can't Understand": Challenges to Demographic Data Procurement in the Pursuit of Fairness Mckane Andrus Elena Spitzer Jeffrey Brown Alice Xiang 59 129 0 30 Oct 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 58 160 0 28 Oct 2020
Data Readiness Report S. Afzal C. Rajmohan M. Kesarwani S. Mehta Hima Patel 40 28 0 14 Oct 2020
Evaluating and Mitigating Bias in Image Classifiers: A Causal Perspective Using Counterfactuals Saloni Dash V. Balasubramanian Amit Sharma CML 56 67 0 17 Sep 2020
Investigating Bias and Fairness in Facial Expression Recognition Tian Xu J. White Sinan Kalkan Hatice Gunes CVBM 71 165 0 20 Jul 2020
Towards causal benchmarking of bias in face analysis algorithms Guha Balakrishnan Yuanjun Xiong Wei Xia Pietro Perona CVBM 58 90 0 13 Jul 2020
AViD Dataset: Anonymized Videos from Diverse Countries A. Piergiovanni Michael S. Ryoo 100 35 0 10 Jul 2020
Large image datasets: A pyrrhic win for computer vision? Vinay Uday Prabhu Abeba Birhane 57 366 0 24 Jun 2020
Fairness without Demographics through Adversarially Reweighted Learning Preethi Lahoti Alex Beutel Jilin Chen Kang Lee Flavien Prost Nithum Thain Xuezhi Wang Ed H. Chi FaML 111 335 0 23 Jun 2020
Investigating Bias in Deep Face Analysis: The KANFace Dataset and Empirical Study Markos Georgopoulos Yannis Panagakis Maja Pantic 45 35 0 15 May 2020
REVISE: A Tool for Measuring and Mitigating Bias in Visual Datasets Angelina Wang Alexander Liu Ryan Zhang Anat Kleiman Leslie Kim Dora Zhao Iroha Shirai Arvind Narayanan Olga Russakovsky 56 190 0 16 Apr 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 201 2,049 0 16 Apr 2020
Lifespan Age Transformation Synthesis Roy Or-El Soumyadip Sengupta Ohad Fried Eli Shechtman Ira Kemelmacher-Shlizerman 58 105 0 21 Mar 2020
Causal datasheet: An approximate guide to practically assess Bayesian networks in the real world B. Butcher V. Huang Jeremy Reffin S. Sgaier Grace Charles Novi Quadrianto CML 111 17 0 12 Mar 2020
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models Sachit Menon Alexandru Damian Shijia Hu Nikhil Ravi Cynthia Rudin OOD DiffM 240 551 0 08 Mar 2020
Face Recognition: Too Bias, or Not Too Bias? Joseph P. Robinson Gennady Livitz Yann Henon Can Qin Y. Fu Samson Timoner CVBM 69 126 0 16 Feb 2020
Lessons from Archives: Strategies for Collecting Sociocultural Data in Machine Learning Eun Seo Jo Timnit Gebru 64 313 0 22 Dec 2019
Garbage In, Garbage Out? Do Machine Learning Application Papers in Social Computing Report Where Human-Labeled Training Data Comes From? R. Geiger Kevin Yu Yanlai Yang Mindy Dai Jie Qiu Rebekah Tang Jenny Huang 56 153 0 17 Dec 2019
Towards Fairer Datasets: Filtering and Balancing the Distribution of the People Subtree in the ImageNet Hierarchy Kaiyu Yang Klint Qinami Li Fei-Fei Jia Deng Olga Russakovsky 111 320 0 16 Dec 2019
What Else Can Fool Deep Learning? Addressing Color Constancy Errors on Deep Neural Network Performance Mahmoud Afifi M. Brown AAML 58 115 0 15 Dec 2019
Neural Network Generalization: The impact of camera parameters Zhenyi Liu Trisha Lian J. Farrell B. Wandell 43 40 0 08 Dec 2019
Towards Fairness in Visual Recognition: Effective Strategies for Bias Mitigation Zeyu Wang Klint Qinami Yannis Karakozis Kyle Genova P. Nair Kenji Hata Olga Russakovsky 60 362 0 26 Nov 2019
Mitigate Bias in Face Recognition using Skewness-Aware Reinforcement Learning Mei Wang Weihong Deng CVBM 85 232 0 25 Nov 2019
Multi-level Domain Adaptive learning for Cross-Domain Detection Rongchang Xie Fei Yu Jiachao Wang Yizhou Wang Li Zhang ObjD OOD 48 92 0 26 Jul 2019
Canada Protocol: an ethical checklist for the use of Artificial Intelligence in Suicide Prevention and Mental Health C. Mörch Abhishek Gupta B. Mishara AI4MH 29 17 0 17 Jul 2019
A Fourier Perspective on Model Robustness in Computer Vision Dong Yin Raphael Gontijo-Lopes Jonathon Shlens E. D. Cubuk Justin Gilmer OOD 81 497 0 21 Jun 2019
AnonymousNet: Natural Face De-Identification with Measurable Privacy Tao Li Lei Lin PICV 59 146 0 19 Apr 2019
Characterizing the Variability in Face Recognition Accuracy Relative to Race S. KrishnapriyaK. Kushal Vangara Michael C. King Vítor Albiero Kevin W. Bowyer CVBM 38 89 0 15 Apr 2019
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 167 3,429 0 28 Mar 2019
Privacy Protection in Street-View Panoramas using Depth and Multi-View Imagery R. Uittenbogaard Clint Sebastian J. Vijverberg B. Boom D. Gavrila Peter H. N. de With 46 60 0 27 Mar 2019
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 273 5,727 0 26 Mar 2019
A Replication Study: Machine Learning Models Are Capable of Predicting Sexual Orientation From Facial Images J. Leuner CVBM 76 23 0 27 Feb 2019
Predictive Inequity in Object Detection Benjamin Wilson Judy Hoffman Jamie Morgenstern 69 219 0 21 Feb 2019
Diversity in Faces Michele Merler Nalini Ratha Rogerio Feris John R. Smith 71 186 0 29 Jan 2019
Improving fairness in machine learning systems: What do industry practitioners need? Kenneth Holstein Jennifer Wortman Vaughan Hal Daumé Miroslav Dudík Hanna M. Wallach FaML HAI 245 755 0 13 Dec 2018
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 537 10,540 0 12 Dec 2018
Racial categories in machine learning Sebastian Benthall Bruce D. Haynes FaML 77 122 0 28 Nov 2018
Explicit Bias Discovery in Visual Question Answering Models Varun Manjunatha Nirat Saini L. Davis CML FAtt 42 93 0 19 Nov 2018
Model Cards for Model Reporting Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru 123 1,891 0 05 Oct 2018
Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings Mohsan S. Alvi Andrew Zisserman C. Nellåker FaML 112 248 0 06 Sep 2018
Recognition in Terra Incognita Sara Beery Grant Van Horn Pietro Perona 90 845 0 13 Jul 2018
Women also Snowboard: Overcoming Bias in Captioning Models (Extended Abstract) Lisa Anne Hendricks Kaylee Burns Kate Saenko Trevor Darrell Anna Rohrbach 97 480 0 02 Jul 2018
Fairness Without Demographics in Repeated Loss Minimization Tatsunori B. Hashimoto Megha Srivastava Hongseok Namkoong Percy Liang FaML 105 582 0 20 Jun 2018
Empirically Analyzing the Effect of Dataset Biases on Deep Face Recognition Systems Adam Kortylewski Bernhard Egger Andreas C. Schneider Thomas Gerig Andreas Morel-Forster T. Vetter CVBM 51 70 0 05 Dec 2017
Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images Tribhuvanesh Orekondy Mario Fritz Bernt Schiele PICV 61 81 0 04 Dec 2017
Natural and Effective Obfuscation by Head Inpainting Qianru Sun Liqian Ma Seong Joon Oh Luc Van Gool Bernt Schiele Mario Fritz PICV 340 204 0 24 Nov 2017
No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World S. Shankar Yoni Halpern Eric Breck James Atwood Jimbo Wilson D. Sculley 71 295 0 22 Nov 2017
A Robust Indoor Scene Recognition Method based on Sparse Representation Guilherme Nascimento Camila Laranjeira Vinicius Braz A. Lacerda Erickson R. Nascimento 3DPC 46 16 0 24 Aug 2017
AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild A. Mollahosseini Behzad Hasani Mohammad H. Mahoor CVBM 80 1,633 0 14 Aug 2017