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Detecting Shortcuts in Medical Images -- A Case Study in Chest X-rays

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Detecting Shortcuts in Medical Images -- A Case Study in Chest X-rays

IEEE International Symposium on Biomedical Imaging (ISBI), 2022

8 November 2022

Amelia Jiménez-Sánchez

Dovile Juodelye

Veronika Cheplygina

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Papers citing "Detecting Shortcuts in Medical Images -- A Case Study in Chest X-rays"

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Title
Fairness and Robustness of CLIP-Based Models for Chest X-rays Théo Sourget David Restrepo Céline Hudelot Enzo Ferrante Stergios Christodoulidis Maria Vakalopoulou OOD 118 0 0 28 Jul 2025
Subgroup Performance Analysis in Hidden StratificationsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Alceu Bissoto Trung-Dung Hoang Tim Flühmann Susu Sun Christian F. Baumgartner Lisa M. Koch OOD 203 0 0 13 Mar 2025
Mask of truth: model sensitivity to unexpected regions of medical images Théo Sourget Michelle Hestbek-Møller Amelia Jiménez-Sánchez Jack Junchi Xu Veronika Cheplygina AAML 467 2 0 05 Dec 2024
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning Ralf Raumanns Gerard Schouten J. Pluim Veronika Cheplygina 171 2 0 24 Jul 2024
Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis using Slice Discovery Methods Vincent Olesen Nina Weng Aasa Feragen Eike Petersen 174 7 0 17 Jun 2024
Shortcut Learning in Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024 Manxi Lin Nina Weng K. Mikolaj Zahra Bashir M. B. S. Svendsen M. Tolsgaard Anders Christensen Aasa Feragen SSeg VLM 237 9 0 11 Mar 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 Veronika Cheplygina 291 5 0 09 Feb 2024
Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation Nina Weng Paraskevas Pegios Eike Petersen Aasa Feragen Siavash Bigdeli MedIm CML 275 22 0 21 Dec 2023
Augmenting Chest X-ray Datasets with Non-Expert AnnotationsAnnual Conference on Medical Image Understanding and Analysis (MIUA), 2023 Veronika Cheplygina Cathrine Damgaard Dovile Juodelyte Veronika Cheplygina Amelia Jiménez-Sánchez 252 5 0 05 Sep 2023
How You Split Matters: Data Leakage and Subject Characteristics Studies in Longitudinal Brain MRI Analysis Dewinda Julianensi Rumala 88 7 0 01 Sep 2023
Distributionally Robust Optimization and Invariant Representation Learning for Addressing Subgroup Underrepresentation: Mechanisms and Limitations Nilesh Kumar Ruby Shrestha Zhiyuan Li Linwei Wang CML OOD 257 2 0 12 Aug 2023
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 547 35 0 27 Sep 2022