Geert Litjens

ResearcherID ORCID

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 33

Top Topics

Convolutional Neural Network

Artificial Intelligence

Clinical Practice

Top Venues

Nature medicine

Toxicologic pathology

This page only lists publications with an associated author ORCID identifier.

Publications

Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Annika Reinke, Minu D Tizabi, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A Emre Kavur, Tim Rädsch, Carole H Sudre, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Florian Buettner, M Jorge Cardoso, Veronika Cheplygina, Jianxu Chen, Evangelia Christodoulou, Beth A Cimini, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Ben Glocker, Patrick Godau, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Fabian Isensee, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Jens Kleesiek, Florian Kofler, Thijs Kooi, Dominik T Schneider, Michal Kozubek, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Susanne M Rafelski, Nasir M Rajpoot, Mauricio Reyes, Michael A Riegler, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Ronald M Summers, Abdel A Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Ziv Rafael Yaniv, Paul F Jaeger, Lena Maier-Hein
Understanding metric-related pitfalls in image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Lena Maier-Hein, Annika Reinke, Patrick Godau, Minu D Tizabi, Florian Buettner, Evangelia Christodoulou, Ben Glocker, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A Riegler, Manuel Wiesenfarth, A Emre Kavur, Carole H Sudre, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, Tim Rädsch, Laura Ación, Michela Antonelli, Tal Arbel, Spyridon Bakas, Arriel Benis, Matthew B Blaschko, M Jorge Cardoso, Veronika Cheplygina, Beth A Cimini, Gary Stephen Collins, Keyvan Farahani, Luciana Ferrer, Adrian Galdran, Bram van Ginneken, Robert Haase, Daniel A Hashimoto, Michael M Hoffman, Merel Huisman, Pierre Jannin, Charles E Kahn, Dagmar Kainmueller, Bernhard Kainz, Alexandros Karargyris, Alan Karthikesalingam, Florian Kofler, Dominik T Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L Martel, Peter Mattson, Erik Meijering, Bjoern H Menze, Karel G M Moons, Henning Muller, Brennan Nichyporuk, Felix Nickel, Jens Petersen, Nasir M Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clara I Sánchez, Shravya Shetty, Maarten van Smeden, Ronald M Summers, Abdel Aziz Taha, Aleksei Tiulpin, Sotirios A Tsaftaris, Ben Van Calster, Gael Varoquaux, Paul F Jaeger
Metrics reloaded: recommendations for image analysis validation. Nature methods 21 (2) (2024)
Hans Pinckaers, Jolique van Ipenburg, Jonathan Melamed, Angelo M DeMarzo, Elizabeth A Platz, Bram van Ginneken, Jeroen van der Laak, Geert Litjens
Predicting biochemical recurrence of prostate cancer with artificial intelligence. Communications medicine 2 (2022)
Wouter Bulten, Kimmo Kartasalo, Po-Hsuan Cameron Chen, Peter Ström, Hans Pinckaers, Kunal Nagpal, Yuannan Cai, David F Steiner, Hester van Boven, Robert Vink, Christina Hulsbergen-van de Kaa, Jeroen van der Laak, Mahul B Amin, Andrew J Evans, Theodorus H Van der Kwast, Robert Allan, Peter A Humphrey, Henrik Gronberg, Hemamali Samaratunga, Brett Delahunt, Toyonori Tsuzuki, Tomi Häkkinen, Lars Egevad, Maggie Demkin, Sohier Dane, Fraser Tan, Masi Valkonen, Greg S Corrado, Lily Peng, Craig H Mermel, Pekka Ruusuvuori, Geert Litjens, Martin Eklund, null null
Artificial intelligence for diagnosis and Gleason grading of prostate cancer: the PANDA challenge. Nature medicine 28 (1) (2022)
Sofia Jarkman, Micael Karlberg, Milda Pocevičiūtė, Anna Bodén, Péter Bándi, Geert Litjens, Claes F Lundström, Darren Treanor, Jeroen van der Laak
Generalization of Deep Learning in Digital Pathology: Experience in Breast Cancer Metastasis Detection. Cancers 14 (21) (2022)
Michela Antonelli, Annika Reinke, Spyridon Bakas, Keyvan Farahani, Dominik T Schneider, Bennett A Landman, Geert Litjens, Bjoern H Menze, Olaf Ronneberger, Ronald M Summers, Bram van Ginneken, Michel Bilello, Patrick Bilic, Patrick F Christ, Richard Kinh Gian Do, Marc J Gollub, Stephan H Heckers, Henkjan J Huisman, William R Jarnagin, Maureen K McHugo, Sandy Napel, Jennifer S Golia Pernicka, Kawal Rhode, Catalina Tobon-Gomez, Eugene Vorontsov, James A Meakin, Sebastien Ourselin, Manuel Wiesenfarth, Pablo Arbeláez, Byeong Uk Bae, Sihong Chen, Laura Daza, Jianjiang Feng, Baochun He, Fabian Isensee, Yuanfeng Ji, Fucang Jia, Ildoo Kim, Klaus H Maier-Hein, Dorit Merhof, Akshay Pai, Beomhee Park, Mathias Perslev, Ramin Rezaiifar, Oliver Rippel, Ignacio Sarasua, Wei Shen, Jaemin Son, Christian Wachinger, Liansheng Wang, Yan Wang, Yingda Xia, Daguang Xu, Zhanwei Xu, Yefeng Zheng, Amber L Simpson, Lena Maier-Hein, M Jorge Cardoso
The Medical Segmentation Decathlon. Nature communications 13 (1) (2022)
Geert Litjens, Francesco Ciompi, Jeroen van der Laak
A Decade of GigaScience: The Challenges of Gigapixel Pathology Images. GigaScience 11 (2022)
Oliver C Turner, Brian Knight, Aleksandra Zuraw, Geert Litjens, Daniel G Rudmann
Mini Review: The Last Mile-Opportunities and Challenges for Machine Learning in Digital Toxicologic Pathology. Toxicologic pathology 49 (4) (2021)
Jeroen van der Laak, Geert Litjens, Francesco Ciompi
Deep learning in histopathology: the path to the clinic. Nature medicine 27 (5) (2021)
Wouter Bulten, Maschenka C A Balkenhol, Jean-Joël Awoumou Belinga, Américo Brilhante, Aslı Çakır, Lars Egevad, Martin Eklund, Xavier Farré, Katerina Geronatsiou, Vincent Molinié, Guilherme Pereira, Paromita Roy, Günter Saile, Paulo Salles, Ewout Schaafsma, Joëlle Tschui, Anne-Marie Vos, null null, Hester van Boven, Robert Vink, Jeroen van der Laak, Christina Hulsbergen-van der Kaa, Geert Litjens
Artificial intelligence assistance significantly improves Gleason grading of prostate biopsies by pathologists. Modern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc 34 (3) (2020)
Jeroen van der Laak, Francesco Ciompi, Geert Litjens
No pixel-level annotations needed. Nature biomedical engineering 3 (11) (2020)
Wouter Bulten, Péter Bándi, Jeffrey Hoven, Rob van de Loo, Johannes Lotz, Nick Weiss, Jeroen van der Laak, Bram van Ginneken, Christina Hulsbergen-van de Kaa, Geert Litjens
Epithelium segmentation using deep learning in H&E-stained prostate specimens with immunohistochemistry as reference standard. Scientific reports 9 (1) (2019)