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FAIRNESS OF AI IN MEDICAL IMAGING, FAIMI 2025

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Papers21
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Journal Papers 21
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ShortCXR: Benchmarking Self-supervised Learning for Shortcut Mitigation in Chest X-Ray Diagnostics
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deleteChang-Liao, You-Qi; Kuo, Po-Chih
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Fair Dermatological Disease Diagnosis Through Auto-weighted Federated Learning and Performance-Aware Personalization
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deleteXu, Gelei; Wu, Yawen; Jia, Zhenge; Hu, Jingtong; Shi, Yiyu
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Fairness-Aware Data Augmentation for Cardiac MRI Using Text-Conditioned Diffusion Models
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deleteSkorupko, Grzegorz; Osuala, Richard; Szafranowska, Zuzanna; Kushibar, Kaisar; Dang, Vien Ngoc; Aung, Nay; Petersen, Steffen E.; Lekadir, Karim; Gkontra, Polyxeni
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Assessing Annotator and Clinician Biases in an Open-Source-Based Tool Used to Generate Head CT Segmentations for Deep Learning Training
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deletePaulo, Artur; Silva, Pedro Vinicius; Mendes Olegario, Tayran Mila; de Andrade, Paula Bresciani; Schumacher, Klaus; Loureiro, Rafael Maffei; Queiroz de Paiva, Joselisa Peres; Souza, Raissa; Goncalves Pinto, Bruna Garbes
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MIMM-X: Disentangling Spurious Correlations for Medical Image Analysis
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deleteFay, Louisa; Reguigui, Hajer; Yang, Bin; Gatidis, Sergios; Kuestner, Thomas
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The Impact of Skin Tone Label Granularity on the Performance and Fairness of AI Based Dermatology Image Classification Models
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deleteShah, Partha; Sankhe, Durva; Rashid, Maariyah; Khaled, Zakaa; Puyol-Anton, Esther; Lee, Tiarna; Alqarni, Maram; Rai, Sweta; King, Andrew P.
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Disentanglement and Assessment of Shortcuts in Ophthalmological Retinal Imaging Exams
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deleteFernandes, Leonor; Goncalves, Tiago; Matos, Joao; Nakayama, Luis; Cardoso, Jaime S.
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Fairness and Robustness of CLIP-Based Models for Chest X-Rays
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deleteSourget, Theo; Restrepo, David; Hudelot, Celine; Ferrante, Enzo; Christodoulidis, Stergios; Vakalopoulou, Maria
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Exploring the Interplay of Label Bias with Subgroup Size and Separability: A Case Study in Mammographic Density Classification
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deleteStanley, Emma A. M.; Mehta, Raghav; Roschewitz, Melanie; Forkert, Nils D.; Ben Glocker
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Does a Rising Tide Lift All Boats? Bias Mitigation for AI-Based CMR Segmentation
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deleteLee, Tiarna; Puyol-Anton, Esther; Ruijsink, Bram; Shi, Miaojing; King, Andrew P.
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LTCXNet: Tackling Long-Tailed Multi-label Classification and Racial Bias in Chest X-Ray Analysis
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deleteHuang, Chin-Wei; Chen, Chi-Yu; Shen, Mu-Yi; Shih, Kuan-Chang; Lin, Shih-Chih; Kuo, Po-Chih
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How Fair are Foundation Models? Exploring the Role of Covariate Bias in Histopathology
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deleteShafique, Abubakr; Dy, Amanda; Qin, Xiaoli; Alshamlan, Najd; Done, Susan J.; Androutsos, Dimitrios; Khademi, April
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The Cervix in Context: Bias Assessment in Preterm Birth Prediction
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deleteFournel, Joris; Pegios, Paraskevas; Sejer, Emilie Pi Fogtmann; Tolsgaard, Martin; Feragen, Aasa
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Invisible Attributes, Visible Biases: Exploring Demographic Shortcuts in MRI-Based Alzheimer's Disease Classification
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deleteAchara, Akshit; Anton, Esther Puyol; Hammers, Alexander; King, Andrew P.
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Causal Representation Learning with Observational Grouping for CXR Classification
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deleteRasal, Rajat; Kori, Avinash; Ben Glocker
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Predicting Patient Self-reported Race From Skin Histological Images with Deep Learning
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deleteChen, Shengjia; Verma, Ruchika; Clare, Kevin; Jegminat, Jannes; Alleva, Eugenia; Huang, Kuan-Lin; Veremis, Brandon; Fuchs, Thomas; Campanella, Gabriele
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Sex-Based Bias Inherent in the Dice Similarity Coefficient: A Model Independent Analysis for Multiple Anatomical Structures
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deleteHaentze, Hartmut; Buser, Myrthe; Hering, Alessa; Adams, Lisa C.; Bressem, Keno K.
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Identifying Gender-Specific Visual Bias Signals in Skin Lesion Classification
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deleteLee, Heejae; Yang, Sejung; Chu, Yuseong; Oh, Byungho
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Robustness and Sex Differences in Skin Cancer Detection: Logistic Regression vs CNNs
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deletePedersen, Nikolette; Sydendal, Regitze; Wulff, Andreas; Raumanns, Ralf; Petersen, Eike; Cheplygina, Veronika
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meval: A Statistical Toolbox for Fine-Grained Model Performance Analysis
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deleteSutariya, Dishantkumar; Petersen, Eike
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