Preprints
Intuitions of Machine Learning Researchers about Transfer Learning for Medical Image Classification
Yucheng Lu, Hubert Dariusz Zając, Veronika Cheplygina, Amelia Jiménez-Sánchez
arXiv 2025
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Conference Proceedings
Augmenting Chest X-ray Datasets with Non-Expert Annotations
Veronika Cheplygina, Cathrine Damgaard, Trine Naja Eriksen, Dovile Juodelyte, Amelia Jiménez-Sánchez
Medical Image Understanding and Analysis -- MIUA 2025 [oral]
PDF Code Dataset
In the Picture: Medical Imaging Datasets, Artifacts, and their Living Review
Amelia Jiménez-Sánchez, Natalia-Rozalia Avlona, Sarah de Boer, Víctor M. Campello, Aasa Feragen, Enzo Ferrante, Melanie Ganz, Judy Wawira Gichoya, Camila González, Steff Groefsema, Alessa Hering, Adam Hulman, Leo Joskowicz, Dovile Juodelyte, Melih Kandemir, Thijs Kooi, Jorge del Pozo Lérida, Livie Yumeng Li, Andre Pacheco, Tim Rädsch, Mauricio Reyes, Théo Sourget, Bram van Ginneken, David Wen, Nina Weng, Jack Junchi Xu, Hubert Dariusz Zając, Maria A. Zuluaga, Veronika Cheplygina
ACM Fairness, Accountability and Transparency -- FAccT 2025
PDF Demo
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 Zając, Veronika Cheplygina
NeurIPS 2024 Datasets and Benchmarks Track
PDF Slides Poster Video
Source Matters: Source Dataset Impact on Model Robustness in Medical Imaging
Dovile Juodelyte, Yucheng Lu, Amelia Jiménez-Sánchez, Sabrina Bottazzi, Enzo Ferrante, Veronika Cheplygina
AMAI Workshop @ Medical Image Computing and Computer Assisted Intervention -- MICCAI 2024 [oral]
PDF Code
[Citation needed] Data usage and citation practices in medical imaging conferences
Théo Sourget, Ahmet Akkoç, Stinna Winther, Christine Lyngbye Galsgaard, Amelia Jiménez-Sánchez, Dovile Juodelyte, Caroline Petitjean, Veronika Cheplygina
Medical Imaging with Deep Learning -- MIDL 2024 [oral]
PDF Code Tool
Detecting Shortcuts in Medical Images — A Case Study in Chest X-rays
Amelia Jiménez-Sánchez, Dovile Juodelyte, Bethany Chamberlain, Veronika Cheplygina
International Symposium on Biomedical Imaging -- ISBI 2023
PDF Code
Medical-based Deep Curriculum Learning for Improved Fracture Classification
Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel A. González Ballester, Gemma Piella
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2019
PDF Bibtex Slides Poster
Capsule Networks against Medical Imaging Data Challenges
Amelia Jiménez-Sánchez, Shadi Albarqouni, Diana Mateus
LABELS Workshop @ Medical Image Computing and Computer Assisted Intervention -- MICCAI 2018 [oral]
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Automatic Classification of Proximal Femur Fractures based on Attention Models
Anees Kazi, Shadi Albarqouni, Amelia Jiménez-Sánchez, Sonja Kirchhoff, Peter Biberthaler, Nassir Navab, Diana Mateus
MLMI Workshop @ Medical Image Computing and Computer Assisted Intervention -- MICCAI 2017
PDF Bibtex
Journal Articles
Mask of Truth: Model Sensitivity to Unexpected Regions of Medical Images
Théo Sourget, Michelle Hestbek-Møller, Amelia Jiménez-Sánchez, Jack Junchi Xu, Veronika Cheplygina
Journal of Imaging Informatics in Medicine 2025
PDF Code
Revisiting Hidden Representations in Transfer Learning for Medical Imaging
Dovile Juodelyte, Amelia Jiménez-Sánchez, Veronika Cheplygina
Transactions on Machine Learning Research -- TMLR 2023
PDF Code
Memory-aware curriculum federated learning for breast cancer classification
Amelia Jiménez-Sánchez, Mickael Tardy, Miguel A. González Ballester, Diana Mateus, Gemma Piella
Computer Methods and Programs in Biomedicine
PDF Bibtex Code
Curriculum Learning for Improved Femur Fracture Classification: Scheduling Data with Prior Knowledge and Uncertainty
Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel A. González Ballester, Gemma Piella
Medical Image Analysis 2021
PDF Bibtex Code
Precise Proximal Femur Fracture Classification for Interactive Training and Surgical Planning
Amelia Jiménez-Sánchez, Anees Kazi, Shadi Albarqouni, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Sonja Kirchhoff, Diana Mateus
International Journal of Computer Assisted Radiology and Surgery -- IJCARS; IPCAI 2020 [oral]
PDF Bibtex Slides Video
PhD Thesis
Learning Representations for Medical Image Diagnosis: Impact of Curriculum Training and Architectural Design
Amelia Jiménez-Sánchez
Pompeu Fabra University (PhD Thesis)
PDF Bibtex Video
You can also find my articles on my Google Scholar profile.