Towards Transparency in Dermatology Image Datasets with Skin Tone
Annotations by Experts, Crowds, and an Algorithm

Towards Transparency in Dermatology Image Datasets with Skin Tone Annotations by Experts, Crowds, and an Algorithm

6 July 2022

Roxana Daneshjou

Papers citing "Towards Transparency in Dermatology Image Datasets with Skin Tone Annotations by Experts, Crowds, and an Algorithm"

9 / 9 papers shown

Title
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Wang Shu Hu Shu Hu EGVM 81 11 0 02 Jun 2024
Consensus and Subjectivity of Skin Tone Annotation for ML Fairness Candice Schumann Gbolahan O. Olanubi Auriel Wright Ellis P. Monk Courtney Heldreth Susanna Ricco 30 21 0 16 May 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 22 50 0 14 May 2023
Towards unraveling calibration biases in medical image analysis María Agustina Ricci Lara Candelaria Mosquera Enzo Ferrante Rodrigo Echeveste 20 9 0 09 May 2023
Transformer-based interpretable multi-modal data fusion for skin lesion classification Theodor Cheslerean-Boghiu Melia-Evelina Fleischmann Theresa Willem Tobias Lasser ViT MedIm AI4CE 14 2 0 03 Apr 2023
Improving dermatology classifiers across populations using images generated by large diffusion models Luke Sagers James A. Diao Matthew Groh Pranav Rajpurkar A. Adamson Arjun K. Manrai DiffM MedIm 30 31 0 23 Nov 2022
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
Discovering and Validating AI Errors With Crowdsourced Failure Reports Ángel Alexander Cabrera Abraham J. Druck Jason I. Hong Adam Perer HAI 60 54 0 23 Sep 2021
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