Surgical data science – from concepts toward clinical translation von Maier-Hein, Lena, Eisenmann, Matthias, Sarikaya, Duygu, März, Keno, Collins, Toby, Malpani, Anand, Fallert, Johannes, Feussner, Hubertus, Giannarou, Stamatia, Mascagni, Pietro, Nakawala, Hirenkumar, Park, Adrian, Pugh, Carla, Stoyanov, Danail, Vedula, Swaroop S., Cleary, Kevin, Fichtinger, Gabor, Forestier, Germain, Gibaud, Bernard, Grantcharov, Teodor, Hashizume, Makoto, Heckmann-Nötzel, Doreen, Kenngott, Hannes G., Kikinis, Ron, Mündermann, Lars, Navab, Nassir, Onogur, Sinan, Roß, Tobias, Sznitman, Raphael, Taylor, Russell H., Tizabi, Minu D., Wagner, Martin, Hager, Gregory D., Neumuth, Thomas, Padoy, Nicolas, Collins, Justin, Gockel, Ines, Goedeke, Jan, Hashimoto, Daniel A., Joyeux, Luc, Lam, Kyle, Leff, Daniel R., Madani, Amin, Marcus, Hani J., Meireles, Ozanan, Seitel, Alexander, Teber, Dogu, Ückert, Frank, Müller-Stich, Beat P., Jannin, Pierre, Speidel, Stefanie

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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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Efficient Photoacoustic Image Synthesis with Deep Learning von Rix, Tom, Dreher, Kris K., Nölke, Jan-Hinrich, Schellenberg, Melanie, Tizabi, Minu D., Seitel, Alexander, Maier-Hein, Lena

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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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Photoacoustic Quantification of Tissue Oxygenation Using Conditional Invertible Neural Networks von Nolke, Jan-Hinrich, Adler, Tim J., Schellenberg, Melanie, Dreher, Kris K., Holzwarth, Niklas, Bender, Christoph J., Tizabi, Minu D., Seitel, Alexander, Maier-Hein, Lena

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Common Pitfalls and Recommendations for Grand Challenges in Medical Artificial Intelligence von Reinke, Annika, Tizabi, Minu D., Eisenmann, Matthias, Maier-Hein, Lena

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Photoacoustic image synthesis with generative adversarial networks von Schellenberg, Melanie, Gröhl, Janek, Dreher, Kris K., Nölke, Jan-Hinrich, Holzwarth, Niklas, Tizabi, Minu D., Seitel, Alexander, Maier-Hein, Lena

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Heidelberg colorectal data set for surgical data science in the sensor operating room von Maier-Hein, Lena, Wagner, Martin, Ross, Tobias, Reinke, Annika, Bodenstedt, Sebastian, Full, Peter M., Hempe, Hellena, Mindroc-Filimon, Diana, Scholz, Patrick, Tran, Thuy Nuong, Bruno, Pierangela, Kisilenko, Anna, Müller, Benjamin, Davitashvili, Tornike, Capek, Manuela, Tizabi, Minu D., Eisenmann, Matthias, Adler, Tim J., Gröhl, Janek, Schellenberg, Melanie, Seidlitz, Silvia, Lai, T. Y. Emmy, Pekdemir, Bünyamin, Roethlingshoefer, Veith, Both, Fabian, Bittel, Sebastian, Mengler, Marc, Mündermann, Lars, Apitz, Martin, Kopp-Schneider, Annette, Speidel, Stefanie, Nickel, Felix, Probst, Pascal, Kenngott, Hannes G., Müller-Stich, Beat P.

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SMARCE1 is required for the invasive progression of in situ cancers von Sokol, Ethan S., Feng, Yu-Xiong, Jin, Dexter X., Tizabi, Minu D., Miller, Daniel H., Cohen, Malkiel A., Sanduja, Sandhya, Reinhardt, Ferenc, Pandey, Jai, Superville, Daphne A., Jaenisch, Rudolf, Gupta, Piyush B.

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The SPECTRAL Perfusion Arm Clamping dAtaset (SPECTRALPACA) for video-rate functional imaging of the skin von Ayala, Leonardo, Mindroc-Filimon, Diana, Rees, Maike, Hübner, Marco, Sellner, Jan, Seidlitz, Silvia, Tizabi, Minu, Wirkert, Sebastian, Seitel, Alexander, Maier-Hein, Lena

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Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern von Holzwarth, Niklas, Schellenberg, Melanie, Gröhl, Janek, Dreher, Kris, Nölke, Jan-Hinrich, Seitel, Alexander, Tizabi, Minu D, Müller-Stich, Beat P, Maier-Hein, Lena

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Confidence Intervals Uncovered: Are We Ready for Real-World Medical Imaging AI? von 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

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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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Robust deep learning-based semantic organ segmentation in hyperspectral images von Seidlitz, Silvia, Sellner, Jan, Odenthal, Jan, Özdemir, Berkin, Studier-Fischer, Alexander, Knödler, Samuel, Ayala, Leonardo, Adler, Tim J., Kenngott, Hannes G., Tizabi, Minu, Wagner, Martin, Nickel, Felix, Müller-Stich, Beat P., 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-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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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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Spectral imaging enables contrast agent-free real-time ischemia monitoring in laparoscopic surgery von Ayala, Leonardo, Adler, Tim J, Seidlitz, Silvia, Wirkert, Sebastian, Engels, Christina, Seitel, Alexander, Sellner, Jan, Aksenov, Alexey, Bodenbach, Matthias, Bader, Pia, Baron, Sebastian, Vemuri, Anant, Wiesenfarth, Manuel, Schreck, Nicholas, Mindroc, Diana, Tizabi, Minu, Pirmann, Sebastian, Everitt, Brittaney, Kopp-Schneider, Annette, Teber, Dogu, Maier-Hein, Lena

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Surgical data science-from concepts toward clinical translation von Maier-Hein, Lena, Eisenmann, Matthias, Sarikaya, Duygu, Maerz, Keno, Collins, Toby, Malpani, Anand, Fallert, Johannes, Feussner, Hubertus, Giannarou, Stamatia, Mascagni, Pietro, Nakawala, Hirenkumar, Park, Adrian, Pugh, Carla, Stoyanov, Danail, Vedula, Swaroop S, Cleary, Kevin, Fichtinger, Gabor, Forestier, Germain, Gibaud, Bernard, Grantcharov, Teodor, Hashizume, Makoto, Heckmann-Noetzel, Doreen, Kenngott, Hannes G, Kikinis, Ron, Muendermann, Lars, Navab, Nassir, Onogur, Sinan, Ross, Tobias, Sznitman, Raphael, Taylor, Russell H, Tizabi, Minu D, Wagner, Martin, Hager, Gregory D, Neumuth, Thomas, Padoy, Nicolas, Collins, Justin, Gockel, Ines, Goedeke, Jan, Hashimoto, Daniel A, Joyeux, Luc, Lam, Kyle, Leff, Daniel R, Madani, Amin, Marcus, Hani J, Meireles, Ozanan, Seitel, Alexander, Teber, Dogu, Ueckert, Frank, Mueller-Stich, Beat P, Jannin, Pierre, Speidel, Stefanie

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Quality Assured: Rethinking Annotation Strategies in Imaging AI von Rädsch, Tim, Reinke, Annika, Weru, Vivienn, Tizabi, Minu D., Heller, Nicholas, Isensee, Fabian, Kopp-Schneider, Annette, Maier-Hein, Lena

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