publications

2022

  1. Artificial intelligence for clinical interpretation of bedside chest radiographs
    Firas Khader, Tianyu Han, Gustav Müller-Franzes, Luisa Huck, and 7 more authors
    Radiology, 2022
  2. Cover Image of Nature Machine Intelligence on Volume 4 Issue 11
    Tianyu Han
    Nature Machine Intelligence, Dec 2022
  3. Image prediction of disease progression for osteoarthritis by style-based manifold extrapolation
    Tianyu Han, Jakob Nikolas Kather, Federico Pedersoli, Markus Zimmermann, and 7 more authors
    Nature Machine Intelligence, Dec 2022
  4. Adversarial attacks and adversarial robustness in computational pathology
    Narmin Ghaffari Laleh, Daniel Truhn, Gregory Patrick Veldhuizen, Tianyu Han, and 7 more authors
    Nature Communications, Dec 2022
  5. Encrypted federated learning for secure decentralized collaboration in cancer image analysis
    Daniel Truhn, Soroosh Tayebi Arasteh, Oliver Lester Saldanha, Gustav Müller-Franzes, and 7 more authors
    medRxiv, Dec 2022
  6. Medical Diagnosis with Large Scale Multimodal Transformers–Leveraging Diverse Data for More Accurate Diagnosis
    Firas Khader, Gustav Mueller-Franzes, Tianci Wang, Tianyu Han, and 7 more authors
    arXiv preprint arXiv:2212.09162, Dec 2022
  7. Diffusion Probabilistic Models beat GANs on Medical Images
    Gustav Müller-Franzes, Jan Moritz Niehues, Firas Khader, Soroosh Tayebi Arasteh, and 7 more authors
    arXiv preprint arXiv:2212.07501, Dec 2022
  8. Medical Diffusion–Denoising Diffusion Probabilistic Models for 3D Medical Image Generation
    Firas Khader, Gustav Mueller-Franzes, Soroosh Tayebi Arasteh, Tianyu Han, and 7 more authors
    arXiv preprint arXiv:2211.03364, Dec 2022

2021

  1. Advancing diagnostic performance and clinical usability of neural networks via adversarial training and dual batch normalization
    Tianyu Han, Sven Nebelung, Federico Pedersoli, Markus Zimmermann, and 7 more authors
    Nature communications, Dec 2021

2020

  1. Breaking medical data sharing boundaries by using synthesized radiographs
    Tianyu Han, Sven Nebelung, Christoph Haarburger, Nicolas Horst, and 5 more authors
    Science advances, Dec 2020