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

6 July 2022

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

28 / 28 papers shown

Title
Preventing Shortcut Learning in Medical Image Analysis through Intermediate Layer Knowledge Distillation from Specialist TeachersMachine Learning for Biomedical Imaging (MLBI), 2025 Christopher Boland Sotirios Tsaftaris Sonia Dahdouh 44 0 0 21 Nov 2025
TrueSkin: Towards Fair and Accurate Skin Tone Recognition and Generation Haoming Lu SyDa 78 1 0 13 Sep 2025
Accountability Framework for Healthcare AI Systems: Towards Joint Accountability in Decision Making Prachi Bagave Marcus Westberg Marijn Janssen Aaron Yi Ding 43 0 0 03 Sep 2025
Enhancing Fairness in Skin Lesion Classification for Medical Diagnosis Using Prune Learning Kuniko Paxton Mohammed Naveed Akram Dhavalkumar Thakker Y. Papadopoulos Tanaya Maslekar 56 0 0 31 Aug 2025
MediQ-GAN: Quantum-Inspired GAN for High Resolution Medical Image Generation Qingyue Jiao Yongcan Tang Jun Zhuang Jason Cong Yiyu Shi MedIm 131 0 0 26 Jun 2025
Evaluating Fairness and Mitigating Bias in Machine Learning: A Novel Technique using Tensor Data and Bayesian Regression Kuniko Paxton Mohammed Naveed Akram Dhavalkumar Thakker Y. Papadopoulos 148 1 0 13 Jun 2025
When Large Language Models are Reliable for Judging Empathic Communication Aakriti Kumar Nalin Poungpeth Diyi Yang Erina Farrell Bruce Lambert Matthew Groh 167 1 0 11 Jun 2025
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosisIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024 Yiqin Luo Tianlong Gu 251 0 0 21 Dec 2024
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning Ralf Raumanns Gerard Schouten J. Pluim Veronika Cheplygina 159 1 0 24 Jul 2024
Evaluating the Fairness of Neural Collapse in Medical Image Classification Kaouther Mouheb Marawan Elbatel Stefan Klein Esther E. Bron 234 1 0 08 Jul 2024
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 569 27 0 02 Jun 2024
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM Yutao Hu Tian-Xin Li Quanfeng Lu Wenqi Shao Junjun He Yu Qiao Ping Luo ELM LM&MA 187 122 0 14 Feb 2024
Exploring Social Bias in Downstream Applications of Text-to-Image Foundation Models Adhithya Saravanan Rafal Kocielnik Roy Jiang P. Han A. Anandkumar 196 9 0 05 Dec 2023
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image AnalysisInternational Conference on Learning Representations (ICLR), 2023 Raman Dutt Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 404 20 0 08 Oct 2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin ColorIEEE International Conference on Computer Vision (ICCV), 2023 William Thong Przemyslaw K. Joniak Alice Xiang 229 26 0 10 Sep 2023
FACET: Fairness in Computer Vision Evaluation BenchmarkIEEE International Conference on Computer Vision (ICCV), 2023 Laura Gustafson Chloe Rolland Nikhila Ravi Quentin Duval Aaron B. Adcock Cheng-Yang Fu Melissa Hall Candace Ross VLM EGVM 225 58 0 31 Aug 2023
Augmenting medical image classifiers with synthetic data from latent diffusion models Luke Sagers James A. Diao Luke Melas-Kyriazi Matthew Groh Pranav Rajpurkar A. Adamson V. Rotemberg Roxana Daneshjou Arjun K. Manrai DiffM MedIm 181 19 0 23 Aug 2023
The Role of Subgroup Separability in Group-Fair Medical Image ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Charles Jones Mélanie Roschewitz Ben Glocker OOD 122 14 0 06 Jul 2023
Consensus and Subjectivity of Skin Tone Annotation for ML FairnessNeural Information Processing Systems (NeurIPS), 2023 Candice Schumann Gbolahan O. Olanubi Auriel Wright Ellis P. Monk Courtney Heldreth Susanna Ricco 249 31 0 16 May 2023
Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark DatasetsConference on Fairness, Accountability and Transparency (FAccT), 2023 Teanna Barrett Quan Ze Chen Amy X. Zhang 199 19 0 15 May 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed OpportunityInternational Conference on Medical Imaging with Deep Learning (MIDL), 2023 Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 339 71 0 14 May 2023
Towards unraveling calibration biases in medical image analysis María Agustina Ricci Lara Candelaria Mosquera Enzo Ferrante Rodrigo Echeveste 157 10 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 91 2 0 03 Apr 2023
FairAdaBN: Mitigating unfairness with adaptive batch normalization and its application to dermatological disease classificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Zikang Xu Shang Zhao Quan Quan Qingsong Yao S. Kevin Zhou 224 20 0 15 Mar 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 157 38 0 23 Nov 2022
Addressing Fairness Issues in Deep Learning-Based Medical Image Analysis: A Systematic Review Zikang Xu Jun Li Yongshuo Zong Han Li Qingsong Yao S. Kevin Zhou 459 31 0 27 Sep 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 279 26 0 22 Aug 2022
Identifying the Context Shift between Test Benchmarks and Production Data Matthew Groh OOD 146 8 0 03 Jul 2022