A multimodal comparison of latent denoising diffusion probabilistic models and generative adversarial networks for medical image synthesis
Müller-Franzes, Gustav, Niehues, Jan Moritz, Khader, Firas, Arasteh, Soroosh Tayebi, Haarburger, Christoph, Kuhl, Christiane, Wang, Tianci, Han, Tianyu, Nolte, Teresa, Nebelung, Sven, Kather, Jakob Nikolas, Truhn, Daniel
Published in Scientific reports (26.07.2023)
Published in Scientific reports (26.07.2023)
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Journal Article
Self-supervised attention-based deep learning for pan-cancer mutation prediction from histopathology
Saldanha, Oliver Lester, Loeffler, Chiara M L, Niehues, Jan Moritz, van Treeck, Marko, Seraphin, Tobias P, Hewitt, Katherine Jane, Cifci, Didem, Veldhuizen, Gregory Patrick, Ramesh, Siddhi, Pearson, Alexander T, Kather, Jakob Nikolas
Published in NPJ precision oncology (28.03.2023)
Published in NPJ precision oncology (28.03.2023)
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Journal Article
Prediction models for hormone receptor status in female breast cancer do not extend to males: further evidence of sex-based disparity in breast cancer
Chatterji, Subarnarekha, Niehues, Jan Moritz, van Treeck, Marko, Loeffler, Chiara Maria Lavinia, Saldanha, Oliver Lester, Veldhuizen, Gregory Patrick, Cifci, Didem, Carrero, Zunamys Itzell, Abu-Eid, Rasha, Speirs, Valerie, Kather, Jakob Nikolas
Published in NPJ breast cancer (08.11.2023)
Published in NPJ breast cancer (08.11.2023)
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Journal Article
Diffusion Probabilistic Models beat GANs on Medical Images
Müller-Franzes, Gustav, Jan Moritz Niehues, Khader, Firas, Soroosh Tayebi Arasteh, Haarburger, Christoph, Kuhl, Christiane, Wang, Tianci, Han, Tianyu, Nebelung, Sven, Kather, Jakob Nikolas, Truhn, Daniel
Published in arXiv.org (14.12.2022)
Published in arXiv.org (14.12.2022)
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Journal Article
Fully transformer-based biomarker prediction from colorectal cancer histology: a large-scale multicentric study
Wagner, Sophia J, Reisenbüchler, Daniel, West, Nicholas P, Jan Moritz Niehues, Veldhuizen, Gregory Patrick, Quirke, Philip, Grabsch, Heike I, Piet A van den Brandt, Hutchins, Gordon G A, Richman, Susan D, Yuan, Tanwei, Langer, Rupert, Josien Christina Anna Jenniskens, Kelly Offermans, Mueller, Wolfram, Gray, Richard, Gruber, Stephen B, Greenson, Joel K, Rennert, Gad, Bonner, Joseph D, Schmolze, Daniel, James, Jacqueline A, Loughrey, Maurice B, Salto-Tellez, Manuel, Brenner, Hermann, Hoffmeister, Michael, Truhn, Daniel, Schnabel, Julia A, Boxberg, Melanie, Peng, Tingying, Kather, Jakob Nikolas
Published in arXiv.org (01.03.2023)
Published in arXiv.org (01.03.2023)
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Journal Article
Transformer-based biomarker prediction from colorectal cancer histology: A large-scale multicentric study
Wagner, Sophia J., Reisenbüchler, Daniel, West, Nicholas P., Niehues, Jan Moritz, Zhu, Jiefu, Foersch, Sebastian, Veldhuizen, Gregory Patrick, Quirke, Philip, Grabsch, Heike I., van den Brandt, Piet A., Hutchins, Gordon G.A., Richman, Susan D., Yuan, Tanwei, Langer, Rupert, Jenniskens, Josien C.A., Offermans, Kelly, Mueller, Wolfram, Gray, Richard, Gruber, Stephen B., Greenson, Joel K., Rennert, Gad, Bonner, Joseph D., Schmolze, Daniel, Jonnagaddala, Jitendra, Hawkins, Nicholas J., Ward, Robyn L., Morton, Dion, Seymour, Matthew, Magill, Laura, Nowak, Marta, Hay, Jennifer, Koelzer, Viktor H., Church, David N., Church, David, Domingo, Enric, Edwards, Joanne, Glimelius, Bengt, Gogenur, Ismail, Harkin, Andrea, Hay, Jen, Iveson, Timothy, Jaeger, Emma, Kelly, Caroline, Kerr, Rachel, Maka, Noori, Morgan, Hannah, Oien, Karin, Orange, Clare, Palles, Claire, Roxburgh, Campbell, Sansom, Owen, Saunders, Mark, Tomlinson, Ian, Matek, Christian, Geppert, Carol, Peng, Chaolong, Zhi, Cheng, Ouyang, Xiaoming, James, Jacqueline A., Loughrey, Maurice B., Salto-Tellez, Manuel, Brenner, Hermann, Hoffmeister, Michael, Truhn, Daniel, Schnabel, Julia A., Boxberg, Melanie, Peng, Tingying, Kather, Jakob Nikolas
Published in Cancer cell (11.09.2023)
Published in Cancer cell (11.09.2023)
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Journal Article
Generalizable biomarker prediction from cancer pathology slides with self-supervised deep learning: A retrospective multi-centric study
Niehues, Jan Moritz, Quirke, Philip, West, Nicholas P., Grabsch, Heike I., van Treeck, Marko, Schirris, Yoni, Veldhuizen, Gregory P., Hutchins, Gordon G.A., Richman, Susan D., Foersch, Sebastian, Brinker, Titus J., Fukuoka, Junya, Bychkov, Andrey, Uegami, Wataru, Truhn, Daniel, Brenner, Hermann, Brobeil, Alexander, Hoffmeister, Michael, Kather, Jakob Nikolas
Published in Cell reports. Medicine (18.04.2023)
Published in Cell reports. Medicine (18.04.2023)
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Journal Article
Self-supervised deep learning for pan-cancer mutation prediction from histopathology
Oliver Lester Saldanha, Loeffler, Chiara Ml, Jan Moritz Niehues, Marko Van Treeck, Seraphin, Tobias Paul, Hewitt, Katherine Jane, Cifci, Didem, Veldhuizen, Gregory Patrick, Ramesh, Siddhi, Pearson, Alexander T, Kather, Jakob Nikolas
Published in bioRxiv (16.09.2022)
Published in bioRxiv (16.09.2022)
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