Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy by Marinov, Zdravko, Jager, Paul F., Egger, Jan, Kleesiek, Jens, Stiefelhagen, Rainer

Get full text

How do deep-learning models generalize across populations? Cross-ethnicity generalization of COPD detection by 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

Get full text

Capturing COPD heterogeneity: anomaly detection and parametric response mapping comparison for phenotyping on chest computed tomography by 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

Get full text

Comparative benchmarking of failure detection methods in medical image segmentation: Unveiling the role of confidence aggregation by Zenk, Maximilian, Zimmerer, David, Isensee, Fabian, Traub, Jeremias, Norajitra, Tobias, Jäger, Paul F., Maier-Hein, Klaus

Get full text

Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI by Klein, Lukas, Ziegler, Sebastian, Laufer, Felix, Debus, Charlotte, Götz, Markus, Maier‐Hein, Klaus, Paetzold, Ulrich W., Isensee, Fabian, Jäger, Paul F.

Get full text

Prediction of disease severity in COPD: a deep learning approach for anomaly-based quantitative assessment of chest CT by 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

Get full text

Understanding metric-related pitfalls in image analysis validation by 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

Get full text

Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics by Klein, Lukas, Lüth, Carsten T, Schlegel, Udo, Bungert, Till J, El-Assady, Mennatallah, Jäger, Paul F

Get full text

Visual Prompt Engineering for Medical Vision Language Models in Radiology by Denner, Stefan, Bujotzek, Markus, Bounias, Dimitrios, Zimmerer, David, Stock, Raphael, Jäger, Paul F, Maier-Hein, Klaus

Get full text

Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation by Zenk, Maximilian, Zimmerer, David, Isensee, Fabian, Traub, Jeremias, Norajitra, Tobias, Jäger, Paul F, Maier-Hein, Klaus

Get full text

From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process by Klein, Lukas, El-Assady, Mennatallah, Jäger, Paul F

Get full text

Revisiting MAE pre-training for 3D medical image segmentation by Wald, Tassilo, Constantin, Ulrich, Lukyanenko, Stanislav, Goncharov, Andrei, Paderno, Alberto, Maerkisch, Leander, Jäger, Paul F, Maier-Hein, Klaus

Get full text

Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy by Marinov, Zdravko, Jäger, Paul F, Egger, Jan, Kleesiek, Jens, Stiefelhagen, Rainer

Get full text

Automated Design of Deep Learning Methods for Biomedical Image Segmentation by Isensee, Fabian, Jäger, Paul F, Kohl, Simon A A, Petersen, Jens, Maier-Hein, Klaus H

Get full text

Understanding metric-related pitfalls in image analysis validation by 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, Bram van Ginneken, 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, Brennan Nichyporuk, Nickel, Felix, Petersen, Jens, Rafelski, Susanne M, Rajpoot, Nasir, Reyes, Mauricio, Riegler, Michael A, Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I, Shetty, Shravya, Maarten van Smeden, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Ben Van Calster, Varoquaux, Gaël, Wiesenfarth, Manuel, Yaniv, Ziv R, Jäger, Paul F, Maier-Hein, Lena

Get full text

Metrics reloaded: Recommendations for image analysis validation by 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, Cardoso, M Jorge, Cheplygina, Veronika, Cimini, Beth A, Collins, Gary S, Farahani, Keyvan, Ferrer, Luciana, Galdran, Adrian, Bram van Ginneken, Haase, Robert, Hashimoto, Daniel A, Hoffman, Michael M, Huisman, Merel, Jannin, Pierre, Kahn, Charles E, Kainmueller, Dagmar, Kainz, Bernhard, Karargyris, Alexandros, Karthikesalingam, Alan, Kenngott, Hannes, 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, Brennan Nichyporuk, Nickel, Felix, Petersen, Jens, Rajpoot, Nasir, Rieke, Nicola, Saez-Rodriguez, Julio, Sánchez, Clara I, Shetty, Shravya, Maarten van Smeden, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Ben Van Calster, Varoquaux, Gaël, Jäger, Paul F

Get full text

Leveraging Foundation Models for Content-Based Medical Image Retrieval in Radiology by Denner, Stefan, Zimmerer, David, Bounias, Dimitrios, Bujotzek, Markus, Xiao, Shuhan, Kausch, Lisa, Schader, Philipp, Penzkofer, Tobias, Jäger, Paul F, Maier-Hein, Klaus

Get full text

Embarrassingly Simple Scribble Supervision for 3D Medical Segmentation by Gotkowski, Karol, Lüth, Carsten, Jäger, Paul F, Ziegler, Sebastian, Krämer, Lars, Denner, Stefan, Xiao, Shuhan, Disch, Nico, Maier-Hein, Klaus H, Isensee, Fabian

Get full text

GP-ConvCNP: Better Generalization for Convolutional Conditional Neural Processes on Time Series Data by Petersen, Jens, Köhler, Gregor, Zimmerer, David, Isensee, Fabian, Jäger, Paul F, Maier-Hein, Klaus H

Get full text

Confidence intervals uncovered: Are we ready for real-world medical imaging AI? by Christodoulou, Evangelia, Reinke, Annika, Houhou, Rola, Kalinowski, Piotr, Erkan, Selen, Sudre, Carole H, Burgos, Ninon, Boutaj, Sofiène, Loizillon, Sophie, Solal, Maëlys, Rieke, Nicola, Cheplygina, Veronika, Antonelli, Michela, Mayer, Leon D, Tizabi, Minu D, Cardoso, M Jorge, Simpson, Amber, Jäger, Paul F, Kopp-Schneider, Annette, Varoquaux, Gaël, Colliot, Olivier, Maier-Hein, Lena

Get full text