An Ethical Highlighter for People-Centric Dataset Creation
Not on the map. Why?
Abstract (arXiv)
Important ethical concerns arising from computer vision datasets of people have been receiving significant attention, and a number of datasets have been withdrawn as a result. To meet the academic need for people-centric datasets, we propose an analytical framework to guide ethical evaluation of existing datasets and to serve future dataset creators in avoiding missteps. Our work is informed by a review and analysis of prior works and highlights where such ethical challenges arise.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Nov 2020.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 4; 2022: 2; 2023: 3; 2024: 3.
12 papers.
- 2024Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuningcited by 174
- 2021Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Paperscited by 49
- 2022Accountability in an Algorithmic Society: Relationality, Responsibility, and Robustness in Machine Learningcited by 47
- 2024Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on Hugging Facecited by 27
- 2021Balancing Biases and Preserving Privacy on Balanced Faces in the Wildcited by 17
- 2023Ethical Considerations for Responsible Data Curationcited by 17
- 2021Computer Vision and Conflicting Values: Describing People with Automated Alt Textcited by 14
- 2021SoK: Machine Learning Governancecited by 9
- 2022Casual Conversations v2: Designing a large consent-driven dataset to measure algorithmic bias and robustnesscited by 5
- 2023"Reading Between the Heat": Co-Teaching Body Thermal Signatures for Non-intrusive Stress Detectioncited by 2
- 2024A Taxonomy of Challenges to Curating Fair Datasetscited by 2
- 2023An investigation of licensing of datasets for machine learning based on the GQM modelcited by 1
- 2024A Taxonomy of Challenges to Curating Fair Datasets10 Jun 2024
- 2024Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning9 Feb 2024
- 2024Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on Hugging Face24 Jan 2024
- 2023"Reading Between the Heat": Co-Teaching Body Thermal Signatures for Non-intrusive Stress Detection15 Oct 2023
- 2023An investigation of licensing of datasets for machine learning based on the GQM model24 Mar 2023
- 2023Ethical Considerations for Responsible Data Curation7 Feb 2023
- 2022Casual Conversations v2: Designing a large consent-driven dataset to measure algorithmic bias and robustness10 Nov 2022
- 2022Accountability in an Algorithmic Society: Relationality, Responsibility, and Robustness in Machine Learning10 Feb 2022
- 2021SoK: Machine Learning Governance20 Sep 2021
- 2021Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers6 Aug 2021
- 2021Computer Vision and Conflicting Values: Describing People with Automated Alt Text26 May 2021
- 2021Balancing Biases and Preserving Privacy on Balanced Faces in the Wild16 Mar 2021