CHAOS Challenge - combined (CT-MR) healthy abdominal organ segmentation von Kavur, A. Emre, Gezer, N. Sinem, Barış, Mustafa, Aslan, Sinem, Conze, Pierre-Henri, Groza, Vladimir, Pham, Duc Duy, Chatterjee, Soumick, Ernst, Philipp, Özkan, Savaş, Baydar, Bora, Lachinov, Dmitry, Han, Shuo, Pauli, Josef, Isensee, Fabian, Perkonigg, Matthias, Sathish, Rachana, Rajan, Ronnie, Sheet, Debdoot, Dovletov, Gurbandurdy, Speck, Oliver, Nürnberger, Andreas, Maier-Hein, Klaus H., Bozdağı Akar, Gözde, Ünal, Gözde, Dicle, Oğuz, Selver, M. Alper

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Comparison of semi-automatic and deep learning-based automatic methods for liver segmentation in living liver transplant donors von Kavur, A. Emre, Gezer, Naciye Sinem, Baris, Mustafa, Sahin, Yusuf, Ozkan, Savas, Baydar, Bora, Yuksel, Ulas, Kilikcier, Caglar, Olut, Sahin, Akar, Gozde Bozdagi, Unal, Gozde, Dicle, Oguz, Selver, M. Alper

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Metrics reloaded: recommendations for image analysis validation von 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.

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Understanding metric-related pitfalls in image analysis validation von 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

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Reversible 3D compression of segmented medical volumes: usability analysis for teleradiology and storage von Aldemir, Erdoğan, Gezer, Naciye Sinem, Tohumoglu, Gulay, Barış, Mustafa, Kavur, A. Emre, Dicle, Oguz, Selver, M. Alper

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Implementation and use of 3D pairwise geodesic distance fields for seeding abdominal aortic vessels von Selver, M. Alper, Kavur, A. Emre

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Abdominal multi-organ segmentation with cascaded convolutional and adversarial deep networks von Conze, Pierre-Henri, Kavur, Ali Emre, Cornec-Le Gall, Emilie, Gezer, Naciye Sinem, Le Meur, Yannick, Selver, M. Alper, Rousseau, François

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Labelling instructions matter in biomedical image analysis von Rädsch, Tim, Reinke, Annika, Weru, Vivienn, Tizabi, Minu D., Schreck, Nicholas, Kavur, A. Emre, Pekdemir, Bünyamin, Roß, Tobias, Kopp-Schneider, Annette, Maier-Hein, Lena

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Understanding metric-related pitfalls in image analysis validation von 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

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Understanding metric-related pitfalls in image analysis validation von 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

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Metrics reloaded: Recommendations for image analysis validation von 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

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Metrics reloaded: recommendations for image analysis validation von 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-Noetzel, Doreen, Raedsch, 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, Mueller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rajpoot, Nasir, Rieke, Nicola, Saez-Rodriguez, Julio, Sanchez, Clara I, Shetty, Shravya, van Smeden, Maarten, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Van Calster, Ben, Varoquaux, Gael, Jaeger, Paul F

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Understanding metric-related pitfalls in image analysis validation von Reinke, Annika, Tizabi, Minu D, Baumgartner, Michael, Eisenmann, Matthias, Heckmann-Noetzel, Doreen, Kavur, A. Emre, Raedsch, 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, Mueller, Henning, Nichyporuk, Brennan, Nickel, Felix, Petersen, Jens, Rafelski, Susanne M, Rajpoot, Nasir, Reyes, Mauricio, Riegler, Michael A, Rieke, Nicola, Saez-Rodriguez, Julio, Sanchez, Clara I, Shetty, Shravya, Summers, Ronald M, Taha, Abdel A, Tiulpin, Aleksei, Tsaftaris, Sotirios A, Van Calster, Ben, Varoquaux, Gael, Yaniv, Ziv R, Jaeger, Paul F, Maier-Hein, Lena

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CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation von Kavur, A Emre, Gezer, N Sinem, Mustafa Barış, Aslan, Sinem, Pierre-Henri Conze, Groza, Vladimir, Pham, Duc Duy, Chatterjee, Soumick, Ernst, Philipp, Özkan, Savaş, Baydar, Bora, Lachinov, Dmitry, Han, Shuo, Pauli, Josef, Isensee, Fabian, Perkonigg, Matthias, Sathish, Rachana, Rajan, Ronnie, Sheet, Debdoot, Dovletov, Gurbandurdy, Speck, Oliver, Nürnberger, Andreas, Maier-Hein, Klaus H, Akar, Gözde Bozdağı, Ünal, Gözde, Dicle, Oğuz, M Alper Selver

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Basic Ensembles of Vanilla-Style Deep Learning Models Improve Liver Segmentation From CT Images von Kavur, A. Emre, Kuncheva, Ludmila I, Selver, M. Alper

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Labeling instructions matter in biomedical image analysis von Rädsch, Tim, Reinke, Annika, Weru, Vivienn, Tizabi, Minu D, Schreck, Nicholas, Kavur, A. Emre, Pekdemir, Bünyamin, Roß, Tobias, Kopp-Schneider, Annette, Maier-Hein, Lena

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Cross-Domain Segmentation with Adversarial Loss and Covariate Shift for Biomedical Imaging von Baydar, Bora, Ozkan, Savas, Kavur, A. Emre, Gezer, N. Sinem, Selver, M. Alper, Akar, Gozde Bozdagi

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Basic Ensembles of Vanilla-Style Deep Learning Models Improve Liver Segmentation From CT Images von Kavur, A Emre, Kuncheva, Ludmila I, M Alper Selver

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Labeling instructions matter in biomedical image analysis von Rädsch, Tim, Reinke, Annika, Weru, Vivienn, Tizabi, Minu D, Schreck, Nicholas, Kavur, A Emre, Pekdemir, Bünyamin, Roß, Tobias, Kopp-Schneider, Annette, Maier-Hein, Lena

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Cross-Domain Segmentation with Adversarial Loss and Covariate Shift for Biomedical Imaging von Baydar, Bora, Ozkan, Savas, Kavur, A Emre, Gezer, N Sinem, M Alper Selver, Akar, Gozde Bozdagi

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