CheXclusion: Fairness gaps in deep chest X-ray classifiers

14 February 2020

Laleh Seyyed-Kalantari

Guanxiong Liu

Matthew B. A. McDermott

Papers citing "CheXclusion: Fairness gaps in deep chest X-ray classifiers"

50 / 137 papers shown

Title
CheX-DS: Improving Chest X-ray Image Classification with Ensemble Learning Based on DenseNet and Swin Transformer Xinran Li Yu Liu Xiujuan Xu Xiaowei Zhao ViT MedIm 13 0 0 16 May 2025
On the Interplay of Human-AI Alignment,Fairness, and Performance Trade-offs in Medical Imaging Haozhe Luo Ziyu Zhou Zixin Shu Aurélie Pahud de Mortanges Robert Berke Mauricio Reyes 26 0 0 15 May 2025
Evaluating and Mitigating Bias in AI-Based Medical Text Generation Xiuying Chen Tairan Wang Juexiao Zhou Zirui Song Xin Gao Xuzhi Zhang MedIm 44 1 0 24 Apr 2025
Beyond Conventional Transformers: The Medical X-ray Attention (MXA) Block for Improved Multi-Label Diagnosis Using Knowledge Distillation Amit Rand Hadi Ibrahim MedIm 54 0 0 03 Apr 2025
Does a Rising Tide Lift All Boats? Bias Mitigation for AI-based CMR Segmentation Tiarna Lee Esther Puyol-Antón B. Ruijsink Miaojing Shi Andrew King 49 0 0 21 Mar 2025
Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework Nathan G. Drenkow Mitchell Pavlak Keith Harrigian Ayah Zirikly Adarsh Subbaswamy Mathias Unberath MLAU 69 1 0 13 Mar 2025
BiasICL: In-Context Learning and Demographic Biases of Vision Language Models Sonnet Xu Joseph Janizek Yixing Jiang Roxana Daneshjou VLM 70 0 0 04 Mar 2025
Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Estanislao Claucich Sara Hooker Diego H. Milone Enzo Ferrante Rodrigo Echeveste FedML 49 0 0 24 Jan 2025
Towards Open-Vocabulary Remote Sensing Image Semantic Segmentation Chengyang Ye Yunzhi Zhuge Pingping Zhang VLM 39 0 0 27 Dec 2024
FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification Yicheng Gao Jinkui Hao Bo Zhou 87 0 0 20 Dec 2024
A cautionary tale on the cost-effectiveness of collaborative AI in real-world medical applications Francesco Cremonesi Lucia Innocenti Sebastien Ourselin Vicky Goh Michela Antonelli Marco Lorenzi FedML 107 0 0 09 Dec 2024
Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training Ameera Bawazir Kebin Wu Wenbin Li CLIP 77 1 0 20 Nov 2024
Diff-CXR: Report-to-CXR generation through a disease-knowledge enhanced diffusion model Peng Huang Bowen Guo Shuyu Liang Junhu Fu Yuanyuan Wang Yi Guo DiffM MedIm 37 1 0 26 Oct 2024
FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks Peiran Wu Che Liu Chong Chen Jun Li Cosmin I. Bercea Rossella Arcucci 35 3 0 01 Oct 2024
Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey Andrea Prenner Bernhard Kainz 40 0 0 26 Sep 2024
Self-Supervised Learning for Building Robust Pediatric Chest X-ray Classification Models Sheng Cheng Zbigniew A. Starosolski Devika Subramanian SSL 37 0 0 30 Aug 2024
The Data Addition Dilemma Judy Hanwen Shen Inioluwa Deborah Raji Irene Y. Chen 37 5 0 08 Aug 2024
Domain Shift Analysis in Chest Radiographs Classification in a Veterans Healthcare Administration Population Mayanka Chandra Shekar Ian Goethert Md Inzamam Ul Haque Benjamin H. McMahon S. Dhaubhadel ... Samah Fodeh-Jarad Olga Ovchinnikova Amy C. Justice Jacob D. Hinkle Ioana Danciu OOD 55 1 0 30 Jul 2024
Regulating AI Adaptation: An Analysis of AI Medical Device Updates Kevin Wu Eric Wu Kit Rodolfa Daniel E. Ho James Zou OOD 21 1 0 22 Jun 2024
EVA-X: A Foundation Model for General Chest X-ray Analysis with Self-supervised Learning Jingfeng Yao Xinggang Wang Yuehao Song Huangxuan Zhao Jun Ma Yajie Chen Wenyu Liu Bo Wang ViT 39 5 0 08 May 2024
Fairness Evolution in Continual Learning for Medical Imaging Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto OOD 49 1 0 10 Apr 2024
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark Marina Ceccon Davide Dalle Pezze Alessandro Fabris Gian Antonio Susto CLL 42 2 0 10 Apr 2024
The Impact of Unstated Norms in Bias Analysis of Language Models Farnaz Kohankhaki D. B. Emerson David B. Emerson Laleh Seyyed-Kalantari Faiza Khan Khattak 60 1 0 04 Apr 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 42 31 0 29 Mar 2024
XReal: Realistic Anatomy and Pathology-Aware X-ray Generation via Controllable Diffusion Model Anees Ur Rehman Hashmi Ibrahim Almakky Mohammad Areeb Qazi Santosh Sanjeev Vijay Ram Papineni Dwarikanath Mahapatra Mohammad Yaqub MedIm 38 5 0 14 Mar 2024
Comparison of Machine Learning Classification Algorithms and Application to the Framingham Heart Study Nabil Kahouadji CML 19 0 0 22 Feb 2024
Demographic Bias of Expert-Level Vision-Language Foundation Models in Medical Imaging Yuzhe Yang Yujia Liu Xin Liu A. Gulhane Domenico Mastrodicasa Wei Wu Edward J Wang Dushyant W. Sahani Shwetak N. Patel 57 8 0 22 Feb 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 25 0 0 14 Feb 2024
Copycats: the many lives of a publicly available medical imaging dataset Amelia Jiménez-Sánchez Natalia-Rozalia Avlona Dovile Juodelyte Théo Sourget Caroline Vang-Larsen Anna Rogers Hubert Dariusz Zajkac V. Cheplygina 35 0 0 09 Feb 2024
Medical Image Debiasing by Learning Adaptive Agreement from a Biased Council Luyang Luo Xin Huang Minghao Wang Zhuoyue Wan Hao Chen 32 2 0 22 Jan 2024
The Cadaver in the Machine: The Social Practices of Measurement and Validation in Motion Capture Technology Emma Harvey Hauke Sandhaus Abigail Z. Jacobs Emanuel Moss Mona Sloane 24 3 0 19 Jan 2024
On the notion of Hallucinations from the lens of Bias and Validity in Synthetic CXR Images Gauri Bhardwaj Yuvaraj Govindarajulu Sundaraparipurnan Narayanan Pavan Kulkarni Manojkumar Somabhai Parmar MedIm DiffM 27 0 0 12 Dec 2023
The Limits of Fair Medical Imaging AI In The Wild Yuzhe Yang Haoran Zhang Judy W. Gichoya Dina Katabi Marzyeh Ghassemi 28 6 0 11 Dec 2023
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 28 2 0 21 Nov 2023
MoCo-Transfer: Investigating out-of-distribution contrastive learning for limited-data domains Yuwen Chen Helen Zhou Zachary Chase Lipton 27 1 0 15 Nov 2023
SynthEnsemble: A Fusion of CNN, Vision Transformer, and Hybrid Models for Multi-Label Chest X-Ray Classification S. M. N. Ashraf Md. Adyelullahil Mamun Hasnat Md. Abdullah Rabiul Alam ViT MedIm 13 7 0 13 Nov 2023
Post-hoc Orthogonalization for Mitigation of Protected Feature Bias in CXR Embeddings Tobias Weber Michael Ingrisch Bernd Bischl David Rügamer CML 24 0 0 02 Nov 2023
Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge G. Holste Yiliang Zhou Song Wang Ajay Jaiswal Mingquan Lin ... Zhiyong Lu Ronald M. Summers George Shih Zhangyang Wang Yifan Peng 31 13 0 24 Oct 2023
FairVision: Equitable Deep Learning for Eye Disease Screening via Fair Identity Scaling Yan Luo Muhammad Osama Khan Yu Tian Minfei Shi Zehao Dou T. Elze Yi Fang Mengyu Wang 10 6 0 03 Oct 2023
Learning and DiSentangling Patient Static Information from Time-series Electronic HEalth Record (STEER) Wei-Duen Liao J. Voldman OOD CML 9 0 0 20 Sep 2023
Bayesian uncertainty-weighted loss for improved generalisability on polyp segmentation task Rebecca S Stone P. E. Chavarrias-Solano A. Bulpitt David C. Hogg Sharib Ali UQCV 49 0 0 13 Sep 2023
Augmenting Chest X-ray Datasets with Non-Expert Annotations Cathrine Damgaard Trine Eriksen Dovile Juodelyte V. Cheplygina Amelia Jiménez-Sánchez 37 3 0 05 Sep 2023
Unlocking Accuracy and Fairness in Differentially Private Image Classification Leonard Berrada Soham De J. Shen Jamie Hayes Robert Stanforth David Stutz Pushmeet Kohli Samuel L. Smith Borja Balle 27 13 0 21 Aug 2023
How Does Pruning Impact Long-Tailed Multi-Label Medical Image Classifiers? G. Holste Ziyu Jiang Ajay Jaiswal Maria Hanna Shlomo Minkowitz ... Ying Ding Ronald M. Summers George Shih Yifan Peng Zhangyang Wang 26 1 0 17 Aug 2023
Virtual imaging trials improved the transparency and reliability of AI systems in COVID-19 imaging F. I. Tushar Lavsen Dahal S. Sotoudeh-Paima E. Abadi W. Paul Segars Ehsan Samei J. Lo 20 1 0 17 Aug 2023
Robustness Stress Testing in Medical Image Classification Mobarakol Islam Zeju Li Ben Glocker OOD 21 6 0 14 Aug 2023
Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis? Nina Weng Siavash Bigdeli Eike Petersen Aasa Feragen 35 9 0 09 Aug 2023
Monitoring Algorithmic Fairness under Partial Observations T. Henzinger Konstantin Kueffner Kaushik Mallik MLAU 25 2 0 01 Aug 2023
No Fair Lunch: A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging Charles Jones Daniel Coelho De Castro Fabio De Sousa Ribeiro Ozan Oktay Melissa McCradden Ben Glocker FaML CML 49 9 0 31 Jul 2023
M-FLAG: Medical Vision-Language Pre-training with Frozen Language Models and Latent Space Geometry Optimization Che Liu Sibo Cheng Chong Chen Mengyun Qiao Weitong Zhang Anand Shah Wenjia Bai Rossella Arcucci VLM 30 56 0 17 Jul 2023