Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets

15 May 2023

Papers citing "Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets"

9 / 9 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 31 0 0 05 May 2025
Towards Fairness in AI for Melanoma Detection: Systemic Review and Recommendations Laura N. Montoya J. S. Roberts Belen Sanchez Hidalgo 67 0 0 19 Nov 2024
A Taxonomy of Challenges to Curating Fair Datasets Dora Zhao M. Scheuerman Pooja Chitre Jerone T. A. Andrews Georgia Panagiotidou Shawn Walker Kathleen H. Pine Alice Xiang 47 2 0 10 Jun 2024
"It Is Hard to Remove from My Eye": Design Makeup Residue Visualization System for Chinese Traditional Opera (Xiqu) Performers Zeyu Xiong Shihan Fu Yanying Zhu Chenqing Zhu Xiaojuan Ma Mingming Fan 52 2 0 24 Feb 2024
Making Data Work Count Srravya Chandhiramowuli Alex S. Taylor S. Heitlinger Ding Wang 28 7 0 29 Nov 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
Disparities in Dermatology AI Performance on a Diverse, Curated Clinical Image Set Roxana Daneshjou Kailas Vodrahalli R. Novoa Melissa Jenkins Weixin Liang ... Rachna Sahasrabudhe Johan A. C. Allerup Utako Okata-Karigane James Zou A. Chiou 50 217 0 15 Mar 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 112 182 0 20 Apr 2021
One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision Zaid Khan Y. Fu 146 51 0 03 Feb 2021