v1v2 (latest)

FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification

20 December 2024

Papers citing "FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification"

23 / 23 papers shown

Title
A Unified Debiasing Approach for Vision-Language Models across Modalities and Tasks Hoin Jung T. Jang Xiaoqian Wang VLM 86 3 0 10 Oct 2024
FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models Ruinan Jin Zikang Xu Yuan Zhong Qiongsong Yao Qi Dou S. Kevin Zhou Xiaoxiao Li VLM 117 17 0 01 Jul 2024
Unveiling Fairness Biases in Deep Learning-Based Brain MRI Reconstruction Yuning Du Yuyang Xue R. Dharmakumar Sotirios A. Tsaftaris 86 6 0 25 Sep 2023
On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations Wenlong Deng Yuan Zhong Qianming Dou Xiaoxiao Li FaML 92 18 0 04 Jan 2023
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 186 21 0 27 Sep 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 145 22 0 22 Aug 2022
A Penalty Approach for Normalizing Feature Distributions to Build Confounder-Free Models Anthony Vento Qingyu Zhao Robert Paul K. Pohl Ehsan Adeli 62 9 0 11 Jul 2022
Improving the Fairness of Chest X-ray Classifiers Haoran Zhang Natalie Dullerud Karsten Roth Lauren Oakden-Rayner Stephen Pfohl Marzyeh Ghassemi 90 67 0 23 Mar 2022
Simple data balancing achieves competitive worst-group-accuracy Badr Youbi Idrissi Martín Arjovsky Mohammad Pezeshki David Lopez-Paz 138 183 0 27 Oct 2021
Reading Race: AI Recognises Patient's Racial Identity In Medical Images Imon Banerjee A. Bhimireddy J. L. Burns Leo Anthony Celi Li-Ching Chen ... Hari M. Trivedi Ryan Wang Z. Zaiman Haoran Zhang J. Gichoya 94 341 0 21 Jul 2021
Fairness in Cardiac MR Image Analysis: An Investigation of Bias Due to Data Imbalance in Deep Learning Based Segmentation Esther Puyol-Antón B. Ruijsink Stefan K. Piechnik S. Neubauer S. Petersen Reza Razavi A. King 76 78 0 23 Jun 2021
Estimating and Improving Fairness with Adversarial Learning Xiaoxiao Li Ziteng Cui Yifan Wu Li Gu Tatsuya Harada MedIm 78 41 0 07 Mar 2021
Fairness by Learning Orthogonal Disentangled Representations Mhd Hasan Sarhan Nassir Navab Abouzar Eslami Shadi Albarqouni FaML OOD CML 134 97 0 12 Mar 2020
CheXclusion: Fairness gaps in deep chest X-ray classifiers Laleh Seyyed-Kalantari Guanxiong Liu Matthew B. A. McDermott Irene Y. Chen Marzyeh Ghassemi OOD 108 295 0 14 Feb 2020
PadChest: A large chest x-ray image dataset with multi-label annotated reports A. Bustos A. Pertusa J. M. Salinas M. Iglesia-Vayá LM&MA 118 623 0 22 Jan 2019
MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs Alistair E. W. Johnson Tom Pollard Nathaniel R. Greenbaum M. Lungren Chih-ying Deng Yifan Peng Zhiyong Lu R. Mark Seth Berkowitz Steven Horng MedIm 172 825 0 21 Jan 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 275 2,622 0 21 Jan 2019
Identifying and Correcting Label Bias in Machine Learning Heinrich Jiang Ofir Nachum FaML 104 285 0 15 Jan 2019
Learning Not to Learn: Training Deep Neural Networks with Biased Data Byungju Kim Hyunwoo Kim Kyungsu Kim Sungjin Kim Junmo Kim OOD 92 411 0 26 Dec 2018
Active Fairness in Algorithmic Decision Making Alejandro Noriega-Campero Michiel A. Bakker Bernardo Garcia-Bulle Alex Pentland FaML 89 85 0 28 Sep 2018
Achieving Fairness through Adversarial Learning: an Application to Recidivism Prediction C. Wadsworth Francesca Vera Chris Piech FaML 99 180 0 30 Jun 2018
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases Xiaosong Wang Yifan Peng Le Lu Zhiyong Lu M. Bagheri Ronald M. Summers LM&MA 279 2,563 0 05 May 2017
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 238 4,347 0 07 Oct 2016