How do deep-learning models generalize across populations? Cross-ethnicity generalization of COPD detection
D. Almeida, Silvia, Norajitra, Tobias, Lüth, Carsten T., Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F., von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus
Published in Insights into imaging (07.08.2024)
Published in Insights into imaging (07.08.2024)
Get full text
Journal Article
Capturing COPD heterogeneity: anomaly detection and parametric response mapping comparison for phenotyping on chest computed tomography
Almeida, Silvia D, Norajitra, Tobias, Lüth, Carsten T, Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F, von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus
Published in Frontiers in medicine (01.03.2024)
Published in Frontiers in medicine (01.03.2024)
Get full text
Journal Article
Metrics reloaded: recommendations for image analysis validation
Maier-Hein, Lena, Reinke, Annika, Godau, Patrick, Tizabi, Minu D, Buettner, Florian, Christodoulou, Evangelia, Glocker, Ben, Isensee, Fabian, Kleesiek, Jens, Kozubek, Michal, Reyes, Mauricio, Riegler, Michael A, Wiesenfarth, Manuel, Kavur, A Emre, Sudre, Carole H, Baumgartner, Michael, Eisenmann, Matthias, Heckmann-Nötzel, Doreen, Rädsch, Tim, Acion, Laura, Antonelli, Michela, Arbel, Tal, Bakas, Spyridon, Benis, Arriel, Blaschko, Matthew B, Cardoso, M Jorge, Cheplygina, Veronika, Cimini, Beth A, Collins, Gary S, Farahani, Keyvan, Ferrer, Luciana, Galdran, Adrian, van Ginneken, Bram, Haase, Robert, Hashimoto, Daniel A, Hoffman, Michael M, Huisman, Merel, Jannin, Pierre, Kahn, Charles E, Kainmueller, Dagmar, Kainz, Bernhard, Karargyris, Alexandros, Karthikesalingam, Alan, Kofler, Florian, Kopp-Schneider, Annette, Kreshuk, Anna, Kurc, Tahsin, Landman, Bennett A, Litjens, Geert, Madani, Amin, Maier-Hein, Klaus, Martel, Anne L, Mattson, Peter, Meijering, Erik, Menze, Bjoern, Moons, Karel G M, Müller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rajpoot, Nasir, Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I, Shetty, Shravya, van Smeden, Maarten, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Van Calster, Ben, Varoquaux, Gaël, Jäger, Paul F
Published in Nature methods (01.02.2024)
Published in Nature methods (01.02.2024)
Get full text
Journal Article
The Cell Tracking Challenge: 10 years of objective benchmarking
Maška, Martin, Ulman, Vladimír, Delgado-Rodriguez, Pablo, Gómez-de-Mariscal, Estibaliz, Nečasová, Tereza, Guerrero Peña, Fidel A, Ren, Tsang Ing, Meyerowitz, Elliot M, Scherr, Tim, Löffler, Katharina, Mikut, Ralf, Guo, Tianqi, Wang, Yin, Allebach, Jan P, Bao, Rina, Al-Shakarji, Noor M, Rahmon, Gani, Toubal, Imad Eddine, Palaniappan, Kannappan, Lux, Filip, Matula, Petr, Sugawara, Ko, Magnusson, Klas E G, Aho, Layton, Cohen, Andrew R, Arbelle, Assaf, Ben-Haim, Tal, Raviv, Tammy Riklin, Isensee, Fabian, Jäger, Paul F, Maier-Hein, Klaus H, Zhu, Yanming, Ederra, Cristina, Urbiola, Ainhoa, Meijering, Erik, Cunha, Alexandre, Muñoz-Barrutia, Arrate, Kozubek, Michal, Ortiz-de-Solórzano, Carlos
Published in Nature methods (01.07.2023)
Published in Nature methods (01.07.2023)
Get full text
Journal Article
Prediction of disease severity in COPD: a deep learning approach for anomaly-based quantitative assessment of chest CT
Almeida, Silvia D., Norajitra, Tobias, Lüth, Carsten T., Wald, Tassilo, Weru, Vivienn, Nolden, Marco, Jäger, Paul F., von Stackelberg, Oyunbileg, Heußel, Claus Peter, Weinheimer, Oliver, Biederer, Jürgen, Kauczor, Hans-Ulrich, Maier-Hein, Klaus
Published in European radiology (01.07.2024)
Published in European radiology (01.07.2024)
Get full text
Journal Article
Understanding metric-related pitfalls in image analysis validation
Reinke, Annika, Tizabi, Minu D, Baumgartner, Michael, Eisenmann, Matthias, Heckmann-Nötzel, Doreen, Kavur, A Emre, Rädsch, Tim, Sudre, Carole H, Acion, Laura, Antonelli, Michela, Arbel, Tal, Bakas, Spyridon, Benis, Arriel, Buettner, Florian, Cardoso, M Jorge, Cheplygina, Veronika, Chen, Jianxu, Christodoulou, Evangelia, Cimini, Beth A, Farahani, Keyvan, Ferrer, Luciana, Galdran, Adrian, van Ginneken, Bram, Glocker, Ben, Godau, Patrick, Hashimoto, Daniel A, Hoffman, Michael M, Huisman, Merel, Isensee, Fabian, Jannin, Pierre, Kahn, Charles E, Kainmueller, Dagmar, Kainz, Bernhard, Karargyris, Alexandros, Kleesiek, Jens, Kofler, Florian, Kooi, Thijs, Kopp-Schneider, Annette, Kozubek, Michal, Kreshuk, Anna, Kurc, Tahsin, Landman, Bennett A, Litjens, Geert, Madani, Amin, Maier-Hein, Klaus, Martel, Anne L, Meijering, Erik, Menze, Bjoern, Moons, Karel G M, Müller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rafelski, Susanne M, Rajpoot, Nasir, Reyes, Mauricio, Riegler, Michael A, Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I, Shetty, Shravya, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Van Calster, Ben, Varoquaux, Gaël, Yaniv, Ziv R, Jäger, Paul F, Maier-Hein, Lena
Published in Nature methods (01.02.2024)
Published in Nature methods (01.02.2024)
Get full text
Journal Article
Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI
Klein, Lukas, Ziegler, Sebastian, Laufer, Felix, Debus, Charlotte, Götz, Markus, Maier‐Hein, Klaus, Paetzold, Ulrich W., Isensee, Fabian, Jäger, Paul F.
Published in Advanced materials (Weinheim) (01.02.2024)
Published in Advanced materials (Weinheim) (01.02.2024)
Get full text
Journal Article
Understanding metric-related pitfalls in image analysis validation
Reinke, Annika, Tizabi, Minu D, Baumgartner, Michael, Eisenmann, Matthias, Heckmann-Nötzel, Doreen, Kavur, A Emre, Rädsch, Tim, Sudre, Carole H, Acion, Laura, Antonelli, Michela, Arbel, Tal, Bakas, Spyridon, Benis, Arriel, Blaschko, Matthew, Buettner, Florian, Cardoso, M Jorge, Cheplygina, Veronika, Chen, Jianxu, Christodoulou, Evangelia, Cimini, Beth A, Collins, Gary S, Farahani, Keyvan, Ferrer, Luciana, Galdran, Adrian, van Ginneken, Bram, Glocker, Ben, Godau, Patrick, Haase, Robert, Hashimoto, Daniel A, Hoffman, Michael M, Huisman, Merel, Isensee, Fabian, Jannin, Pierre, Kahn, Charles E, Kainmueller, Dagmar, Kainz, Bernhard, Karargyris, Alexandros, Karthikesalingam, Alan, Kenngott, Hannes, Kleesiek, Jens, Kofler, Florian, Kooi, Thijs, Kopp-Schneider, Annette, Kozubek, Michal, Kreshuk, Anna, Kurc, Tahsin, Landman, Bennett A, Litjens, Geert, Madani, Amin, Maier-Hein, Klaus, Martel, Anne L, Mattson, Peter, Meijering, Erik, Menze, Bjoern, Moons, Karel G M, Müller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rafelski, Susanne M, Rajpoot, Nasir, Reyes, Mauricio, Riegler, Michael A, Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I, Shetty, Shravya, van Smeden, Maarten, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Calster, Ben Van, Varoquaux, Gaël, Wiesenfarth, Manuel, Yaniv, Ziv R, Jäger, Paul F, Maier-Hein, Lena
Published in ArXiv.org (23.02.2024)
Get full text
Published in ArXiv.org (23.02.2024)
Journal Article
Continuous-Time Deep Glioma Growth Models
Petersen, Jens, Isensee, Fabian, Köhler, Gregor, Jäger, Paul F., Zimmerer, David, Neuberger, Ulf, Wick, Wolfgang, Debus, Jürgen, Heiland, Sabine, Bendszus, Martin, Vollmuth, Philipp, Maier-Hein, Klaus H.
Published in Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
Published in Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
Get full text
Book Chapter
Domain Adaptation for Deviating Acquisition Protocols in CNN-Based Lesion Classification on Diffusion-Weighted MR Images
Kamphenkel, Jennifer, Jäger, Paul F., Bickelhaupt, Sebastian, Laun, Frederik Bernd, Lederer, Wolfgang, Daniel, Heidi, Kuder, Tristan Anselm, Delorme, Stefan, Schlemmer, Heinz-Peter, König, Franziska, Maier-Hein, Klaus H.
Published in Image Analysis for Moving Organ, Breast, and Thoracic Images
Published in Image Analysis for Moving Organ, Breast, and Thoracic Images
Get full text
Book Chapter
filme gravável a laser susceptível a dissipação estática
GREGORY J. MARSZALEK, CHISTOPHER K. HAAS, KRYSTAL K. HUNT, PAUL F. JAGER, WILLIAM M. LAMANNA
Year of Publication 02.05.2018
Get full text
Year of Publication 02.05.2018
Patent
Visual Prompt Engineering for Medical Vision Language Models in Radiology
Denner, Stefan, Bujotzek, Markus, Bounias, Dimitrios, Zimmerer, David, Stock, Raphael, Jäger, Paul F, Maier-Hein, Klaus
Year of Publication 28.08.2024
Year of Publication 28.08.2024
Get full text
Journal Article
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation
Zenk, Maximilian, Zimmerer, David, Isensee, Fabian, Traub, Jeremias, Norajitra, Tobias, Jäger, Paul F, Maier-Hein, Klaus
Year of Publication 05.06.2024
Year of Publication 05.06.2024
Get full text
Journal Article
Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy
Marinov, Zdravko, Jäger, Paul F, Egger, Jan, Kleesiek, Jens, Stiefelhagen, Rainer
Year of Publication 23.11.2023
Year of Publication 23.11.2023
Get full text
Journal Article
Embarrassingly Simple Scribble Supervision for 3D Medical Segmentation
Gotkowski, Karol, Lüth, Carsten, Jäger, Paul F, Ziegler, Sebastian, Krämer, Lars, Denner, Stefan, Xiao, Shuhan, Disch, Nico, Maier-Hein, Klaus H, Isensee, Fabian
Year of Publication 19.03.2024
Year of Publication 19.03.2024
Get full text
Journal Article