Weakly supervised end-to-end artificial intelligence in gastrointestinal endoscopy

por Buendgens, Lukas, Cifci, Didem, Ghaffari Laleh, Narmin, van Treeck, Marko, Koenen, Maria T., Zimmermann, Henning W., Herbold, Till, Lux, Thomas Joachim, Hann, Alexander, Trautwein, Christian, Kather, Jakob Nikolas
Publicado 2022

Adversarial attacks and adversarial robustness in computational pathology

por Ghaffari Laleh, Narmin, Truhn, Daniel, Veldhuizen, Gregory Patrick, Han, Tianyu, van Treeck, Marko, Buelow, Roman D., Langer, Rupert, Dislich, Bastian, Boor, Peter, Schulz, Volkmar, Kather, Jakob Nikolas
Publicado 2022

Self-supervised attention-based deep learning for pan-cancer mutation prediction from histopathology

por 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
Publicado 2023

Prediction models for hormone receptor status in female breast cancer do not extend to males: further evidence of sex-based disparity in breast cancer

por 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
Publicado 2023

Predicting Mutational Status of Driver and Suppressor Genes Directly from Histopathology With Deep Learning: A Systematic Study Across 23 Solid Tumor Types

por Loeffler, Chiara Maria Lavinia, Gaisa, Nadine T., Muti, Hannah Sophie, van Treeck, Marko, Echle, Amelie, Ghaffari Laleh, Narmin, Trautwein, Christian, Heij, Lara R., Grabsch, Heike I., Ortiz Bruechle, Nadina, Kather, Jakob Nikolas
Publicado 2022

Direct prediction of genetic aberrations from pathology images in gastric cancer with swarm learning

por Saldanha, Oliver Lester, Muti, Hannah Sophie, Grabsch, Heike I., Langer, Rupert, Dislich, Bastian, Kohlruss, Meike, Keller, Gisela, van Treeck, Marko, Hewitt, Katherine Jane, Kolbinger, Fiona R., Veldhuizen, Gregory Patrick, Boor, Peter, Foersch, Sebastian, Truhn, Daniel, Kather, Jakob Nikolas
Publicado 2022

Prediction of heart transplant rejection from routine pathology slides with self-supervised deep learning

por Seraphin, Tobias Paul, Luedde, Mark, Roderburg, Christoph, van Treeck, Marko, Scheider, Pascal, Buelow, Roman D, Boor, Peter, Loosen, Sven H, Provaznik, Zdenek, Mendelsohn, Daniel, Berisha, Filip, Magnussen, Christina, Westermann, Dirk, Luedde, Tom, Brochhausen, Christoph, Sossalla, Samuel, Kather, Jakob Nikolas
Publicado 2023

Direct prediction of Homologous Recombination Deficiency from routine histology in ten different tumor types with attention-based Multiple Instance Learning: a development and vali...

por Loeffler, Chiara Maria Lavinia, El Nahhas, Omar S.M., Muti, Hannah Sophie, Seibel, Tobias, Cifci, Didem, van Treeck, Marko, Gustav, Marco, Carrero, Zunamys I., Gaisa, Nadine T., Lehmann, Kjong-Van, Leary, Alexandra, Selenica, Pier, Reis-Filho, Jorge S., Bruechle, Nadina Ortiz, Kather, Jakob Nikolas
Publicado 2023

Generalizable biomarker prediction from cancer pathology slides with self-supervised deep learning: A retrospective multi-centric study

por 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
Publicado 2023

Swarm learning for decentralized artificial intelligence in cancer histopathology

por Saldanha, Oliver Lester, Quirke, Philip, West, Nicholas P., James, Jacqueline A., Loughrey, Maurice B., Grabsch, Heike I., Salto-Tellez, Manuel, Alwers, Elizabeth, Cifci, Didem, Ghaffari Laleh, Narmin, Seibel, Tobias, Gray, Richard, Hutchins, Gordon G. A., Brenner, Hermann, van Treeck, Marko, Yuan, Tanwei, Brinker, Titus J., Chang-Claude, Jenny, Khader, Firas, Schuppert, Andreas, Luedde, Tom, Trautwein, Christian, Muti, Hannah Sophie, Foersch, Sebastian, Hoffmeister, Michael, Truhn, Daniel, Kather, Jakob Nikolas
Publicado 2022