Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task

Autor: Titus J. Brinker, Achim Hekler, Alexander H. Enk, Joachim Klode, Axel Hauschild, Carola Berking, Bastian Schilling, Sebastian Haferkamp, Dirk Schadendorf, Tim Holland-Letz, Jochen S. Utikal, Christof von Kalle, Wiebke Ludwig-Peitsch, Judith Sirokay, Lucie Heinzerling, Magarete Albrecht, Katharina Baratella, Lena Bischof, Eleftheria Chorti, Anna Dith, Christina Drusio, Nina Giese, Emmanouil Gratsias, Klaus Griewank, Sandra Hallasch, Zdenka Hanhart, Saskia Herz, Katja Hohaus, Philipp Jansen, Finja Jockenhöfer, Theodora Kanaki, Sarah Knispel, Katja Leonhard, Anna Martaki, Liliana Matei, Johanna Matull, Alexandra Olischewski, Maximilian Petri, Jan-Malte Placke, Simon Raub, Katrin Salva, Swantje Schlott, Elsa Sody, Nadine Steingrube, Ingo Stoffels, Selma Ugurel, Anne Zaremba, Christoffer Gebhardt, Nina Booken, Maria Christolouka, Kristina Buder-Bakhaya, Therezia Bokor-Billmann, Alexander Enk, Patrick Gholam, Holger Hänßle, Martin Salzmann, Sarah Schäfer, Knut Schäkel, Timo Schank, Ann-Sophie Bohne, Sophia Deffaa, Katharina Drerup, Friederike Egberts, Anna-Sophie Erkens, Benjamin Ewald, Sandra Falkvoll, Sascha Gerdes, Viola Harde, Marion Jost, Katja Kosova, Laetitia Messinger, Malte Metzner, Kirsten Morrison, Rogina Motamedi, Anja Pinczker, Anne Rosenthal, Natalie Scheller, Thomas Schwarz, Dora Stölzl, Federieke Thielking, Elena Tomaschewski, Ulrike Wehkamp, Michael Weichenthal, Oliver Wiedow, Claudia Maria Bär, Sophia Bender-Säbelkampf, Marc Horbrügger, Ante Karoglan, Luise Kraas, Jörg Faulhaber, Cyrill Geraud, Ze Guo, Philipp Koch, Miriam Linke, Nolwenn Maurier, Verena Müller, Benjamin Thomas, Jochen Sven Utikal, Ali Saeed M. Alamri, Andrea Baczako, Matthias Betke, Carolin Haas, Daniela Hartmann, Markus V. Heppt, Katharina Kilian, Sebastian Krammer, Natalie Lidia Lapczynski, Sebastian Mastnik, Suzan Nasifoglu, Cristel Ruini, Elke Sattler, Max Schlaak, Hans Wolff, Birgit Achatz, Astrid Bergbreiter, Konstantin Drexler, Monika Ettinger, Anna Halupczok, Marie Hegemann, Verena Dinauer, Maria Maagk, Marion Mickler, Biance Philipp, Anna Wilm, Constanze Wittmann, Anja Gesierich, Valerie Glutsch, Katrin Kahlert, Andreas Kerstan, Philipp Schrüfer

Publikováno v: European journal of cancer (Oxford, England : 1990). 113

Background Recent studies have successfully demonstrated the use of deep-learning algorithms for dermatologist-level classification of suspicious lesions by the use of excessive proprietary image databases and limited numbers of dermatologists. For t

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::dafcf82766d3c2e86ca62f5532bfeef3
https://pubmed.ncbi.nlm.nih.gov/30981091

A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task

Autor: Titus J. Brinker, Achim Hekler, Alexander H. Enk, Joachim Klode, Axel Hauschild, Carola Berking, Bastian Schilling, Sebastian Haferkamp, Dirk Schadendorf, Stefan Fröhling, Jochen S. Utikal, Christof von Kalle, Wiebke Ludwig-Peitsch, Judith Sirokay, Lucie Heinzerling, Magarete Albrecht, Katharina Baratella, Lena Bischof, Eleftheria Chorti, Anna Dith, Christina Drusio, Nina Giese, Emmanouil Gratsias, Klaus Griewank, Sandra Hallasch, Zdenka Hanhart, Saskia Herz, Katja Hohaus, Philipp Jansen, Finja Jockenhöfer, Theodora Kanaki, Sarah Knispel, Katja Leonhard, Anna Martaki, Liliana Matei, Johanna Matull, Alexandra Olischewski, Maximilian Petri, Jan-Malte Placke, Simon Raub, Katrin Salva, Swantje Schlott, Elsa Sody, Nadine Steingrube, Ingo Stoffels, Selma Ugurel, Wiebke Sondermann, Anne Zaremba, Christoffer Gebhardt, Nina Booken, Maria Christolouka, Kristina Buder-Bakhaya, Therezia Bokor-Billmann, Alexander Enk, Patrick Gholam, Holger Hänßle, Martin Salzmann, Sarah Schäfer, Knut Schäkel, Timo Schank, Ann-Sophie Bohne, Sophia Deffaa, Katharina Drerup, Friederike Egberts, Anna-Sophie Erkens, Benjamin Ewald, Sandra Falkvoll, Sascha Gerdes, Viola Harde, Marion Jost, Katja Kosova, Laetitia Messinger, Malte Metzner, Kirsten Morrison, Rogina Motamedi, Anja Pinczker, Anne Rosenthal, Natalie Scheller, Thomas Schwarz, Dora Stölzl, Federieke Thielking, Elena Tomaschewski, Ulrike Wehkamp, Michael Weichenthal, Oliver Wiedow, Claudia Maria Bär, Sophia Bender-Säbelkampf, Marc Horbrügger, Ante Karoglan, Luise Kraas, Jörg Faulhaber, Cyrill Geraud, Ze Guo, Philipp Koch, Miriam Linke, Nolwenn Maurier, Verena Müller, Benjamin Thomas, Jochen Sven Utikal, Ali Saeed M. Alamri, Andrea Baczako, Matthias Betke, Carolin Haas, Daniela Hartmann, Markus V. Heppt, Katharina Kilian, Sebastian Krammer, Natalie Lidia Lapczynski, Sebastian Mastnik, Suzan Nasifoglu, Cristel Ruini, Elke Sattler, Max Schlaak, Hans Wolff, Birgit Achatz, Astrid Bergbreiter, Konstantin Drexler, Monika Ettinger, Anna Halupczok, Marie Hegemann, Verena Dinauer, Maria Maagk, Marion Mickler, Biance Philipp, Anna Wilm, Constanze Wittmann, Anja Gesierich, Valerie Glutsch, Katrin Kahlert, Andreas Kerstan, Philipp Schrüfer

Publikováno v: European journal of cancer (Oxford, England : 1990). 111

Background: Recent studies have demonstrated the use of convolutional neural networks (CNNs) to classify images of melanoma with accuracies comparable to those achieved by board-certified dermatologists. However, the performance of a CNN exclusively

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::66cd47e77bdb2177b012035cea476ce2
https://pubmed.ncbi.nlm.nih.gov/30852421

Photoallergie

Autor: Anna Wilm and, Mark Berneburg

Publikováno v: JDDG: Journal der Deutschen Dermatologischen Gesellschaft. 13:7-13

Zusammenfassung Substanzen, die entweder topisch oder systemisch appliziert wurden, konnen nach Exposition mit ultravioletter (UV-)Strahlung zu photoallergischen Reaktionen an der Haut fuhren. In den meisten Fallen handelt es sich dabei um photoaller

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::b67cc035052706e042aecb1cc2c69ea8
https://doi.org/10.1111/ddg.12535_suppl