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FAIRNESS OF AI IN MEDICAL IMAGING, FAIMI 2025

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论文数21
被引数
期刊论文 21
发表时间
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ShortCXR: Benchmarking Self-supervised Learning for Shortcut Mitigation in Chest X-Ray DiagnosticsShortCXR：评估自监督学习在胸部X光诊断中减少捷径依赖的基准研究
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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通过自动加权联邦学习和性能感知个性化实现公平的皮肤科疾病诊断
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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基于文本条件扩散模型的面向公平性的心脏MRI数据增强
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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评估开源工具在生成用于深度学习训练的头颅CT分割时标注者和临床医生偏倚
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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 AnalysisMIMM-X：解耦医疗图像分析中的虚假相关性
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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肤色标签粒度对基于AI的皮肤病学图像分类模型性能和公平性的影响
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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眼科学视网膜成像检查中的捷径解耦与评估
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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基于CLIP模型的胸部X光片公平性与鲁棒性
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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探索标签偏差与亚组大小和可分性之间的相互作用：乳腺密度分类的案例分析
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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上升的浪潮能否让所有船只都受益？基于AI的CMR分割中的偏差缓解
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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 AnalysisLTCXNet：解决胸部X光分析中的长尾多标签分类和种族偏见
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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基础模型有多公平？探索协变量偏差在组织病理学中的作用
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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宫颈在背景下的作用：早产预测中的偏倚评估
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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隐形属性，可见偏见：探索基于MRI的阿尔茨海默病分类中的人口统计学捷径
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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基于观测分组的胸部X光片分类的因果表示学习
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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利用深度学习预测皮肤组织图像中的患者自报种族
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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基于性别偏见的Dice相似性系数固有性：针对多个解剖结构的模型无关分析
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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识别皮肤病变分类中性别特定的视觉偏差信号
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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皮肤癌检测中的鲁棒性和性别差异：逻辑回归与卷积神经网络比较
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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 Analysismeval：用于精细粒度模型性能分析的统计工具箱
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deleteSutariya, Dishantkumar; Petersen, Eike
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