Risk of Bias in Chest Radiography Deep Learning Foundation Models

Risk of Bias in Chest Radiography Deep Learning Foundation Models

7 September 2022

Mélanie Roschewitz

Papers citing "Risk of Bias in Chest Radiography Deep Learning Foundation Models"

14 / 14 papers shown

Title
Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives Dilermando Queiroz Anderson Carlos André Anjos Lilian Berton 45 0 0 24 Feb 2025
Foundation Models in Radiology: What, How, When, Why and Why Not Magdalini Paschali Zhihong Chen Louis Blankemeier Maya Varma Alaa Youssef Christian Bluethgen C. Langlotz S. Gatidis Akshay S. Chaudhari LM&MA MedIm AI4CE 96 3 0 27 Nov 2024
LoRKD: Low-Rank Knowledge Decomposition for Medical Foundation Models Haolin Li Yuhang Zhou Ziheng Zhao Siyuan Du Jiangchao Yao Weidi Xie Ya Zhang Yanfeng Wang 31 1 0 29 Sep 2024
Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey Andrea Prenner Bernhard Kainz 37 0 0 26 Sep 2024
Does Data-Efficient Generalization Exacerbate Bias in Foundation Models? Dilermando Queiroz Anderson Carlos Maíra Fatoretto Luis Filipe Nakayama André Anjos Lilian Berton 27 0 0 28 Aug 2024
Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis using Slice Discovery Methods Vincent Olesen Nina Weng Aasa Feragen Eike Petersen 36 0 0 17 Jun 2024
Navigating the Future of Federated Recommendation Systems with Foundation Models Zhiwei Li Guodong Long Chunxu Zhang Honglei Zhang Jing Jiang Chengqi Zhang 114 0 0 12 May 2024
Generalizing Orthogonalization for Models with Non-Linearities David Rügamer Chris Kolb Tobias Weber Lucas Kook Thomas Nagler 42 0 0 03 May 2024
The Importance of Model Inspection for Better Understanding Performance Characteristics of Graph Neural Networks N. Shehata Carolina Piçarra Anees Kazi Ben Glocker 37 0 0 02 May 2024
Low-Rank Knowledge Decomposition for Medical Foundation Models Yuhang Zhou Haolin Li Siyuan Du Jiangchao Yao Ya-Qin Zhang Yanfeng Wang 28 3 0 26 Apr 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
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
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 71 58 0 19 May 2022
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 261 36,371 0 25 Aug 2016