Do Datasets Have Politics? Disciplinary Values in Computer Vision Dataset Development

9 August 2021

Papers citing "Do Datasets Have Politics? Disciplinary Values in Computer Vision Dataset Development"

26 / 26 papers shown

Title
Can We Trust AI Benchmarks? An Interdisciplinary Review of Current Issues in AI Evaluation Maria Eriksson Erasmo Purificato Arman Noroozian Joao Vinagre Guillaume Chaslot Emilia Gomez David Fernandez Llorca ELM 152 1 0 10 Feb 2025
The Promises and Pitfalls of LLM Annotations in Dataset Labeling: a Case Study on Media Bias Detection Tomas Horych Christoph Mandl Terry Ruas André Greiner-Petter Bela Gipp Akiko Aizawa Timo Spinde 99 4 0 17 Nov 2024
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning Gyudong Kim Mehdi Ghasemi Soroush Heidari Seungryong Kim Young Geun Kim S. Vrudhula Carole-Jean Wu 36 1 0 07 Mar 2024
Ground Truth Or Dare: Factors Affecting The Creation Of Medical Datasets For Training AI H. D. Zając Natalia-Rozalia Avlona T. O. Andersen F. Kensing Irina Shklovski 27 17 0 12 Aug 2023
VisoGender: A dataset for benchmarking gender bias in image-text pronoun resolution S. Hall F. G. Abrantes Hanwen Zhu Grace A. Sodunke Aleksandar Shtedritski Hannah Rose Kirk CoGe 39 39 0 21 Jun 2023
Training on Thin Air: Improve Image Classification with Generated Data Yongchao Zhou Hshmat Sahak Jimmy Ba DiffM 24 43 0 24 May 2023
Not Only WEIRD but "Uncanny"? A Systematic Review of Diversity in Human-Robot Interaction Research Katie Seaborn Giulia Barbareschi Shruti Chandra 18 25 0 18 Apr 2023
Overwriting Pretrained Bias with Finetuning Data Angelina Wang Olga Russakovsky 31 30 0 10 Mar 2023
Muse: Text-To-Image Generation via Masked Generative Transformers Huiwen Chang Han Zhang Jarred Barber AJ Maschinot José Lezama ... Kevin Patrick Murphy William T. Freeman Michael Rubinstein Yuanzhen Li Dilip Krishnan DiffM 197 526 0 02 Jan 2023
Skew Class-balanced Re-weighting for Unbiased Scene Graph Generation Haeyong Kang Chang D. Yoo 42 6 0 01 Jan 2023
Evaluation for Change Rishi Bommasani ELM 40 0 0 20 Dec 2022
Fighting FIRe with FIRE: Assessing the Validity of Text-to-Video Retrieval Benchmarks Pedro Rodriguez Mahmoud Azab Becka Silvert Renato Sanchez Linzy Labson Hardik Shah Seungwhan Moon 50 1 0 10 Oct 2022
Attention is All They Need: Exploring the Media Archaeology of the Computer Vision Research Paper Sam Goree G. Appleby David J. Crandall Norman Su 31 2 0 22 Sep 2022
Making Intelligence: Ethical Values in IQ and ML Benchmarks Borhane Blili-Hamelin Leif Hancox-Li 41 16 0 01 Sep 2022
Bugs in the Data: How ImageNet Misrepresents Biodiversity A. Luccioni David Rolnick 21 43 0 24 Aug 2022
Robots Enact Malignant Stereotypes Andrew Hundt William Agnew V. Zeng Severin Kacianka Matthew C. Gombolay LM&Ro 35 42 0 23 Jul 2022
Leakage and the Reproducibility Crisis in ML-based Science Sayash Kapoor Arvind Narayanan 25 177 0 14 Jul 2022
Smallset Timelines: A Visual Representation of Data Preprocessing Decisions L. R. Lucchesi Petra Kuhnert Jenny L. Davis Lexing Xie 22 10 0 10 Jun 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 102 5,817 0 23 May 2022
Evaluation Gaps in Machine Learning Practice Ben Hutchinson Negar Rostamzadeh Christina Greer Katherine A. Heller Vinodkumar Prabhakaran ELM 36 56 0 11 May 2022
Artificial Concepts of Artificial Intelligence: Institutional Compliance and Resistance in AI Startups Amy A. Winecoff E. A. Watkins 33 17 0 02 Mar 2022
The craft and coordination of data curation: complicating "workflow" views of data science A. Thomer Dharma Akmon J. York Allison R. B. Tyler Faye O. Polasek Sara Lafia Libby Hemphill E. Yakel 21 20 0 09 Feb 2022
Jury Learning: Integrating Dissenting Voices into Machine Learning Models Mitchell L. Gordon Michelle S. Lam J. Park Kayur Patel Jeffrey T. Hancock Tatsunori Hashimoto Michael S. Bernstein 29 146 0 07 Feb 2022
Reduced, Reused and Recycled: The Life of a Dataset in Machine Learning Research Bernard Koch Emily L. Denton A. Hanna J. Foster 53 140 0 03 Dec 2021
AI and the Everything in the Whole Wide World Benchmark Inioluwa Deborah Raji Emily M. Bender Amandalynne Paullada Emily L. Denton A. Hanna 30 292 0 26 Nov 2021
Challenges of language technologies for the indigenous languages of the Americas Manuel Mager Ximena Gutierrez-Vasques Gerardo E Sierra Ivan Vladimir Meza Ruiz VLM 211 88 0 12 Jun 2018