Debiasing Deep Chest X-Ray Classifiers using Intra- and Post-processing Methods

26 July 2022

Papers citing "Debiasing Deep Chest X-Ray Classifiers using Intra- and Post-processing Methods"

14 / 14 papers shown

Title
Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey Andrea Prenner Bernhard Kainz 37 0 0 26 Sep 2024
BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuning Yuyang Xue Junyu Yan Raman Dutt Fasih Haider Jingshuai Liu Steven G. McDonagh Sotirios A. Tsaftaris 32 1 0 13 Aug 2024
FairCLIP: Harnessing Fairness in Vision-Language Learning Yan Luo Minfei Shi Muhammad Osama Khan Muhammad Muneeb Afzal Hao Huang ... Luo Song Ava Kouhana T. Elze Yi Fang Mengyu Wang VLM 40 31 0 29 Mar 2024
Looking Beyond What You See: An Empirical Analysis on Subgroup Intersectional Fairness for Multi-label Chest X-ray Classification Using Social Determinants of Racial Health Inequities Dana Moukheiber S. Mahindre L. Moukheiber Mira Moukheiber Mingchen Gao 62 2 0 27 Mar 2024
Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors C. A. M. Heming Mohamed Abdalla Shahram Mohanna Monish Ahluwalia Linglin Zhang ... MinJae Woo Benjamin A. Fine J. Gichoya Leo Anthony Celi Laleh Seyyed-Kalantari CML 22 2 0 21 Nov 2023
Towards objective and systematic evaluation of bias in artificial intelligence for medical imaging Emma A. M. Stanley Raissa Souza Anthony J. Winder Vedant Gulve Kimberly Amador Matthias Wilms Nils D. Forkert 32 11 0 03 Nov 2023
Post-hoc Orthogonalization for Mitigation of Protected Feature Bias in CXR Embeddings Tobias Weber Michael Ingrisch Bernd Bischl David Rügamer CML 20 0 0 02 Nov 2023
Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning Methods Raphael Poulain Mirza Farhan Bin Tarek Rahmatollah Beheshti FedML 19 20 0 19 May 2023
A Fair Loss Function for Network Pruning Robbie Meyer Alexander Wong CVBM 21 3 0 18 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 49 14 0 27 Sep 2022
Risk of Bias in Chest Radiography Deep Learning Foundation Models Ben Glocker Charles Jones Mélanie Roschewitz S. Winzeck 23 35 0 07 Sep 2022
Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey Max Hort Zhenpeng Chen Jie M. Zhang Mark Harman Federica Sarro FaML AI4CE 33 159 0 14 Jul 2022
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 191 1,027 0 06 Mar 2020
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 264 36,371 0 25 Aug 2016