-
Deep learning in cancer pathology: a new generation of clinical biomarkers2020 British Journal of Cancer article Computer Science AI in cancer detection Open access cited by 2 patents
Amelie Echle, Niklas Rindtorff, Titus Josef Brinker, Tom Luedde, Alexander T. Pearson, Jakob Nikolas Kather
697citations -
Denoising diffusion probabilistic models for 3D medical image generation2023 Scientific Reports article Computer Science AI in cancer detection Open access cited by 2 patents
Firas Khader, Gustav Anton Müller‐Franzes, Soroosh Tayebi Arasteh, Tianyu Han, Christoph Haarburger, Maximilian Franz Schulze-Hagen, +9 more
343citations -
A multimodal comparison of latent denoising diffusion probabilistic models and generative adversarial networks for medical image synthesis2023 Scientific Reports article Computer Science Generative Adversarial Networks and Image Synthesis Open access
Gustav Anton Müller‐Franzes, Firas Khader, Soroosh Tayebi Arasteh, Christoph Haarburger, Christiane Katharina Kuhl, Tianci Wang, +5 more
216citations -
Adversarial attacks and adversarial robustness in computational pathology2022 Nature Communications article Computer Science Adversarial Robustness in Machine Learning Open access
Narmin Ghaffari Laleh, Daniel Truhn, Gregory Patrick Veldhuizen, Tianyu Han, Marko van Treeck, Roman David Buelow, +5 more
115citations -
Integration of deep learning-based image analysis and genomic data in cancer pathology: A systematic review2021 European Journal of Cancer review Computer Science AI in cancer detection Open access cited by 1 patent
Lucas Schneider, Sara Laiouar-Pedari, Sara Kuntz, Eva Krieghoff‐Henning, Achim Hekler, Jakob Nikolas Kather, +3 more
102citations -
Encrypted federated learning for secure decentralized collaboration in cancer image analysis2023 Medical Image Analysis article Computer Science Privacy-Preserving Technologies in Data Open access
Daniel Truhn, Soroosh Tayebi Arasteh, Oliver Lester Saldanha, Gustav Anton Müller‐Franzes, Firas Khader, Philip Quirke, +21 more
90citations -
Self-supervised attention-based deep learning for pan-cancer mutation prediction from histopathology2023 npj Precision Oncology article Computer Science AI in cancer detection Open access cited by 1 patent
Oliver Lester Saldanha, Chiara Maria Lavinia Loeffler, Jan Niehues, Marko van Treeck, Tobias Paul Seraphin, Katherine Jane Hewitt, +5 more
88citations -
Uncertainty Estimation in Medical Image Classification: Systematic Review2022 JMIR Medical Informatics review Computer Science Adversarial Robustness in Machine Learning Open access
Katja Hauser, Hendrik Alexander Mehrtens, Eva Krieghoff‐Henning, Achim Hekler, Jakob Nikolas Kather, Stefan Fröhling, +2 more
81citations -
Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study2021 Journal of Medical Internet Research article Computer Science AI in cancer detection Open access
Max Schmitt, Roman Christoph Maron, Achim Hekler, Albrecht Stenzinger, Axel Hauschild, Michael Weichenthal, +11 more
64citations