Consensus and Subjectivity of Skin Tone Annotation for ML Fairness

Consensus and Subjectivity of Skin Tone Annotation for ML Fairness

16 May 2023

Candice Schumann

Gbolahan O. Olanubi

Courtney Heldreth

Papers citing "Consensus and Subjectivity of Skin Tone Annotation for ML Fairness"

11 / 11 papers shown

Title
Demographic Variability in Face Image Quality Measures Wassim Kabbani Kiran Raja Raghavendra Ramachandra C. Busch CVBM 56 0 0 14 Jan 2025
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Naresh Boddeti 37 4 0 05 Aug 2024
Resampled Datasets Are Not Enough: Mitigating Societal Bias Beyond Single Attributes Yusuke Hirota Jerone T. A. Andrews Dora Zhao Orestis Papakyriakopoulos Apostolos Modas Yuta Nakashima Alice Xiang 41 4 0 04 Jul 2024
FairJob: A Real-World Dataset for Fairness in Online Systems Mariia Vladimirova Federico Pavone Eustache Diemert 37 1 0 03 Jul 2024
Generalized People Diversity: Learning a Human Perception-Aligned Diversity Representation for People Images Hansa Srinivasan Candice Schumann Aradhana Sinha David Madras Gbolahan O. Olanubi Alex Beutel Susanna Ricco Jilin Chen 22 5 0 25 Jan 2024
ViSAGe: A Global-Scale Analysis of Visual Stereotypes in Text-to-Image Generation Akshita Jha Vinodkumar Prabhakaran Remi Denton Sarah Laszlo Shachi Dave Rida Qadri Chandan K. Reddy Sunipa Dev 42 12 0 12 Jan 2024
VideoPoet: A Large Language Model for Zero-Shot Video Generation Dan Kondratyuk Lijun Yu Xiuye Gu José Lezama Jonathan Huang ... Irfan Essa Huisheng Wang David A. Ross Bryan Seybold Lu Jiang VGen 20 237 0 21 Dec 2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color William Thong Przemyslaw K. Joniak Alice Xiang 30 19 0 10 Sep 2023
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models Jaemin Cho Abhaysinh Zala Mohit Bansal ViT 139 170 0 08 Feb 2022
Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset Matthew Groh Caleb Harris L. Soenksen Felix Lau Rachel Han Aerin Kim A. Koochek Omar Badri 106 180 0 20 Apr 2021
Diversity and Inclusion Metrics in Subset Selection Margaret Mitchell Dylan K. Baker Nyalleng Moorosi Emily L. Denton Ben Hutchinson A. Hanna Timnit Gebru Jamie Morgenstern FaML 147 85 0 09 Feb 2020