Recent Developments and Challenges in the Enzymatic Formation of Nitrogen–Nitrogen Bonds von Angeli, Charitomeni, Atienza-Sanz, Sara, Schröder, Simon, Hein, Annika, Li, Yongxin, Argyrou, Alexander, Osipyan, Angelina, Terholsen, Henrik, Schmidt, Sandy

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Methods and open-source toolkit for analyzing and visualizing challenge results von Wiesenfarth, Manuel, Reinke, Annika, Landman, Bennett A., Eisenmann, Matthias, Saiz, Laura Aguilera, Cardoso, M. Jorge, Maier-Hein, Lena, Kopp-Schneider, Annette

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Why rankings of biomedical image analysis competitions should be interpreted with care von Maier-Hein, Lena, Eisenmann, Matthias, Reinke, Annika, Onogur, Sinan, Stankovic, Marko, Scholz, Patrick, Arbel, Tal, Bogunovic, Hrvoje, Bradley, Andrew P., Carass, Aaron, Feldmann, Carolin, Frangi, Alejandro F., Full, Peter M., van Ginneken, Bram, Hanbury, Allan, Honauer, Katrin, Kozubek, Michal, Landman, Bennett A., März, Keno, Maier, Oskar, Maier-Hein, Klaus, Menze, Bjoern H., Müller, Henning, Neher, Peter F., Niessen, Wiro, Rajpoot, Nasir, Sharp, Gregory C., Sirinukunwattana, Korsuk, Speidel, Stefanie, Stock, Christian, Stoyanov, Danail, Taha, Abdel Aziz, van der Sommen, Fons, Wang, Ching-Wei, Weber, Marc-André, Zheng, Guoyan, Jannin, Pierre, Kopp-Schneider, Annette

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Ten years of image analysis and machine learning competitions in dementia von Bron, Esther E., Klein, Stefan, Reinke, Annika, Papma, Janne M., Maier-Hein, Lena, Alexander, Daniel C., Oxtoby, Neil P.

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Comparative validation of multi-instance instrument segmentation in endoscopy: Results of the ROBUST-MIS 2019 challenge von Roß, Tobias, Reinke, Annika, Full, Peter M., Wagner, Martin, Kenngott, Hannes, Apitz, Martin, Hempe, Hellena, Mindroc-Filimon, Diana, Scholz, Patrick, Tran, Thuy Nuong, Bruno, Pierangela, Arbeláez, Pablo, Bian, Gui-Bin, Bodenstedt, Sebastian, Bolmgren, Jon Lindström, Bravo-Sánchez, Laura, Chen, Hua-Bin, González, Cristina, Guo, Dong, Halvorsen, Pål, Heng, Pheng-Ann, Hosgor, Enes, Hou, Zeng-Guang, Isensee, Fabian, Jha, Debesh, Jiang, Tingting, Jin, Yueming, Kirtac, Kadir, Kletz, Sabrina, Leger, Stefan, Li, Zhixuan, Maier-Hein, Klaus H., Ni, Zhen-Liang, Riegler, Michael A., Schoeffmann, Klaus, Shi, Ruohua, Speidel, Stefanie, Stenzel, Michael, Twick, Isabell, Wang, Gutai, Wang, Jiacheng, Wang, Liansheng, Wang, Lu, Zhang, Yujie, Zhou, Yan-Jie, Zhu, Lei, Wiesenfarth, Manuel, Kopp-Schneider, Annette, Müller-Stich, Beat P., Maier-Hein, Lena

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MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images von Zimmerer, David, Full, Peter M., Isensee, Fabian, Jager, Paul, Adler, Tim, Petersen, Jens, Kohler, Gregor, Ross, Tobias, Reinke, Annika, Kascenas, Antanas, Jensen, Bjorn Sand, O'Neil, Alison Q., Tan, Jeremy, Hou, Benjamin, Batten, James, Qiu, Huaqi, Kainz, Bernhard, Shvetsova, Nina, Fedulova, Irina, Dylov, Dmitry V., Yu, Baolun, Zhai, Jianyang, Hu, Jingtao, Si, Runxuan, Zhou, Sihang, Wang, Siqi, Li, Xinyang, Chen, Xuerun, Zhao, Yang, Marimont, Sergio Naval, Tarroni, Giacomo, Saase, Victor, Maier-Hein, Lena, Maier-Hein, Klaus

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Author Correction: Methods and open-source toolkit for analyzing and visualizing challenge results von Wiesenfarth, Manuel, Reinke, Annika, Landman, Bennett A., Eisenmann, Matthias, Saiz, Laura Aguilera, Cardoso, M. Jorge, Maier-Hein, Lena, Kopp-Schneider, Annette

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BIAS: Transparent reporting of biomedical image analysis challenges von Maier-Hein, Lena, Reinke, Annika, Kozubek, Michal, Martel, Anne L., Arbel, Tal, Eisenmann, Matthias, Hanbury, Allan, Jannin, Pierre, Müller, Henning, Onogur, Sinan, Saez-Rodriguez, Julio, van Ginneken, Bram, Kopp-Schneider, Annette, Landman, Bennett A.

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Semantic segmentation of multispectral photoacoustic images using deep learning von Schellenberg, Melanie, Dreher, Kris K., Holzwarth, Niklas, Isensee, Fabian, Reinke, Annika, Schreck, Nicholas, Seitel, Alexander, Tizabi, Minu D., Maier-Hein, Lena, Gröhl, Janek

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Vegetation Type Preferences in Red Deer (Cervus elaphus) Determined by Object Detection Models von Fugl, Annika, Jensen, Lasse Lange, Korsgaard, Andreas Hein, Pertoldi, Cino, Pagh, Sussie

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The Path Is Made by Walking—Mapping the Healthcare Pathways of Parents Continuing Pregnancy after a Severe Life-Limiting Fetal Diagnosis: A Qualitative Interview Study von Hein, Kerstin, Flaig, Franziska, Schramm, Annika, Borasio, Gian Domenico, Führer, Monika

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A Human iPSC Model Reveals Specific Upregulation of Linker Histone H1-0 in ETV6::RUNX1+ Preleukemia and B Cell Precursor Acute Lymphoblastic Leukemia von Jepsen, Vera H, Hein, Daniel, Picard, Daniel, Lautwein, Tobias, Wagener, Rabea, Qin, Nan, Filip, Annika, Heinäniemi, Merja, Borkhardt, Arndt, Fischer, Ute

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Recruitment of plasma cells from IL-21-dependent and IL-21-independent immune reactions to the bone marrow von Ferreira-Gomes, Marta, Chen, Yidan, Durek, Pawel, Rincon-Arevalo, Hector, Heinrich, Frederik, Bauer, Laura, Szelinski, Franziska, Guerra, Gabriela Maria, Stefanski, Ana-Luisa, Niedobitek, Antonia, Wiedemann, Annika, Bondareva, Marina, Ritter, Jacob, Lehmann, Katrin, Hardt, Sebastian, Hipfl, Christian, Hein, Sascha, Hildt, Eberhard, Matz, Mareen, Mei, Henrik E., Cheng, Qingyu, Dang, Van Duc, Witkowski, Mario, Lino, Andreia C., Kruglov, Andrey, Melchers, Fritz, Perka, Carsten, Schrezenmeier, Eva V., Hutloff, Andreas, Radbruch, Andreas, Dörner, Thomas, Mashreghi, Mir-Farzin

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From the exposome to mechanistic understanding of chemical-induced adverse effects von Escher, Beate I., Hackermüller, Jörg, Polte, Tobias, Scholz, Stefan, Aigner, Achim, Altenburger, Rolf, Böhme, Alexander, Bopp, Stephanie K., Brack, Werner, Busch, Wibke, Chadeau-Hyam, Marc, Covaci, Adrian, Eisenträger, Adolf, Galligan, James J., Garcia-Reyero, Natalia, Hartung, Thomas, Hein, Michaela, Herberth, Gunda, Jahnke, Annika, Kleinjans, Jos, Klüver, Nils, Krauss, Martin, Lamoree, Marja, Lehmann, Irina, Luckenbach, Till, Miller, Gary W., Müller, Andrea, Phillips, David H., Reemtsma, Thorsten, Rolle-Kampczyk, Ulrike, Schüürmann, Gerrit, Schwikowski, Benno, Tan, Yu-Mei, Trump, Saskia, Walter-Rohde, Susanne, Wambaugh, John F.

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Application-driven validation of posteriors in inverse problems von Adler, Tim J., Nölke, Jan-Hinrich, Reinke, Annika, Tizabi, Minu Dietlinde, Gruber, Sebastian, Trofimova, Dasha, Ardizzone, Lynton, Jaeger, Paul F., Buettner, Florian, Köthe, Ullrich, Maier-Hein, Lena

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Dense genotyping of immune-related disease regions identifies nine new risk loci for primary sclerosing cholangitis von Liu, Jimmy Z, Hov, Johannes Roksund, Folseraas, Trine, Ellinghaus, Eva, Rushbrook, Simon M, Doncheva, Nadezhda T, Andreassen, Ole A, Weersma, Rinse K, Weismüller, Tobias J, Eksteen, Bertus, Invernizzi, Pietro, Hirschfield, Gideon M, Gotthardt, Daniel Nils, Pares, Albert, Ellinghaus, David, Shah, Tejas, Juran, Brian D, Milkiewicz, Piotr, Rust, Christian, Schramm, Christoph, Müller, Tobias, Srivastava, Brijesh, Dalekos, Georgios, Nöthen, Markus M, Herms, Stefan, Winkelmann, Juliane, Mitrovic, Mitja, Braun, Felix, Ponsioen, Cyriel Y, Croucher, Peter J P, Sterneck, Martina, Teufel, Andreas, Mason, Andrew L, Saarela, Janna, Leppa, Virpi, Dorfman, Ruslan, Alvaro, Domenico, Floreani, Annarosa, Onengut-Gumuscu, Suna, Rich, Stephen S, Thompson, Wesley K, Schork, Andrew J, Næss, Sigrid, Thomsen, Ingo, Mayr, Gabriele, König, Inke R, Hveem, Kristian, Cleynen, Isabelle, Gutierrez-Achury, Javier, Ricaño-Ponce, Isis, van Heel, David, Björnsson, Einar, Sandford, Richard N, Durie, Peter R, Melum, Espen, Vatn, Morten H, Silverberg, Mark S, Duerr, Richard H, Padyukov, Leonid, Brand, Stephan, Sans, Miquel, Annese, Vito, Achkar, Jean-Paul, Boberg, Kirsten Muri, Marschall, Hanns-Ulrich, Chazouillères, Olivier, Bowlus, Christopher L, Wijmenga, Cisca, Schrumpf, Erik, Vermeire, Severine, Albrecht, Mario, Rioux, John D, Alexander, Graeme, Bergquist, Annika, Cho, Judy, Schreiber, Stefan, Manns, Michael P, Färkkilä, Martti, Dale, Anders M, Chapman, Roger W, Lazaridis, Konstantinos N, Franke, Andre, Anderson, Carl A, Karlsen, Tom H

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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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Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark von Wagner, Martin, Müller-Stich, Beat-Peter, Kisilenko, Anna, Tran, Duc, Heger, Patrick, Mündermann, Lars, Lubotsky, David M, Müller, Benjamin, Davitashvili, Tornike, Capek, Manuela, Reinke, Annika, Reid, Carissa, Yu, Tong, Vardazaryan, Armine, Nwoye, Chinedu Innocent, Padoy, Nicolas, Liu, Xinyang, Lee, Eung-Joo, Disch, Constantin, Meine, Hans, Xia, Tong, Jia, Fucang, Kondo, Satoshi, Reiter, Wolfgang, Jin, Yueming, Long, Yonghao, Jiang, Meirui, Dou, Qi, Heng, Pheng Ann, Twick, Isabell, Kirtac, Kadir, Hosgor, Enes, Bolmgren, Jon Lindström, Stenzel, Michael, von Siemens, Björn, Zhao, Long, Ge, Zhenxiao, Sun, Haiming, Xie, Di, Guo, Mengqi, Liu, Daochang, Kenngott, Hannes G., Nickel, Felix, Frankenberg, Moritz von, Mathis-Ullrich, Franziska, Kopp-Schneider, Annette, Maier-Hein, Lena, Speidel, Stefanie, Bodenstedt, Sebastian

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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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