Publications

An overview of publications presented at the workshop. The links if available are to the official/published version, but you should always be able to find a preprint on arXiV as well.

2025

  1. livingreview.png
    In the Picture: Medical Imaging Datasets, Artifacts, and their Living Review
    Amelia Jiménez-Sánchez, Natalia-Rozalia Avlona , Sarah Boer , Víctor M. Campello , Aasa Feragen , and 24 more authors
    arXiv preprint arXiv:2501.10727, 2025
    URL

2024

  1. dropshortcuts.png
    Drop the shortcuts: image augmentation improves fairness and decreases AI detection of race and other demographics from medical images
    Ryan Wang , Po-Chih Kuo , Li-Ching Chen , Kenneth Patrick Seastedt , Judy Wawira Gichoya , and 1 more author
    EBioMedicine, 2024
    URL
  2. chexmask.png
    CheXmask: a large-scale dataset of anatomical segmentation masks for multi-center chest x-ray images
    Nicolás Gaggion , Candelaria Mosquera , Lucas Mansilla , Julia Mariel Saidman , Martina Aineseder , and 2 more authors
    Scientific Data, 2024
    URL
  3. qualityassured.png
    Quality Assured: Rethinking Annotation Strategies in Imaging AI
    Tim Rädsch , Annika Reinke , Vivienn Weru , Minu D Tizabi , Nicholas Heller , and 3 more authors
    arXiv preprint arXiv:2407.17596, 2024
    URL
  4. actionability.png
    Copycats: the many lives of a publicly available medical imaging dataset
    Amelia Jiménez-Sánchez, Natalia-Rozalia Avlona , Dovile Juodelyte, Théo Sourget, Caroline Vang-Larsen , and 3 more authors
    In The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track , 2024
    URL
  5. source.png
    Source Matters: Source Dataset Impact on Model Robustness in Medical Imaging
    Dovile Juodelyte, Yucheng Lu, Amelia Jiménez-Sánchez, Sabrina Bottazzi , Enzo Ferrante , and 1 more author
    arXiv preprint arXiv:2403.04484, 2024
    URL
  6. citation.png
    [Citation needed] Data usage and citation practices in medical imaging conferences
    Théo Sourget, Ahmet Akkoç , Stinna Winther , Christine Lyngbye Galsgaard , Amelia Jiménez-Sánchez, and 3 more authors
    In Medical Imaging with Deep Learning , 2024
    URL

2023

  1. shortcutbias.png
    “Shortcuts” causing bias in radiology artificial intelligence: causes, evaluation and mitigation.
    Imon Banerjee , Kamanasish Bhattacharjee , John L Burns , Hari Trivedi , Saptarshi Purkayastha , and 4 more authors
    Journal of the American College of Radiology, 2023
    URL
  2. fastdime.png
    Fast diffusion-based counterfactuals for shortcut removal and generation
    Nina Weng , Paraskevas Pegios , Aasa Feragen , Eike Petersen , and Siavash Bigdeli
    arXiv preprint arXiv:2312.14223, 2023
    URL
  3. groundtruthordare.png
    Ground truth or dare: Factors affecting the creation of medical datasets for training AI
    Hubert Dariusz Zając , Natalia Rozalia Avlona , Finn Kensing , Tariq Osman Andersen , and Irina Shklovski
    In Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society , 2023
    URL