Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks Article Swipe
Roman C. Maron
,
Michael Weichenthal
,
Jochen Utikal
,
Achim Hekler
,
Carola Berking
,
Axel Hauschild
,
Alexander Enk
,
Sebastian Haferkamp
,
Joachim Klode
,
Dirk Schadendorf
,
Philipp Jansen
,
Tim Holland‐Letz
,
Bastian Schilling
,
Christof von Kalle
,
Stefan Fröhling
,
Maria Rita Gaiser
,
Daniela Hartmann
,
Anja Gesierich
,
Katharina C. Kähler
,
Ulrike Wehkamp
,
Ante Karoglan
,
Claudia Bär
,
Titus J. Brinker
,
Laurenz Schmitt
,
Wiebke K. Peitsch
,
Friederike Hoffmann
,
Jürgen C. Becker
,
Christina Drusio
,
Philipp Jansen
,
Joachim Klode
,
Georg Lodde
,
Stefanie Sammet
,
Dirk Schadendorf
,
Wiebke Sondermann
,
Selma Ugurel
,
Jeannine Zader
,
Alexander Enk
,
Martin Salzmann
,
Sarah K. Schäfer
,
Knut Schäkel
,
Julia K. Winkler
,
Priscilla Wölbing
,
Hiba Asper
,
Ann‐Sophie Bohne
,
Victoria Brown
,
Bianca Burba
,
Sophia Deffaa
,
Cecilia Dietrich
,
Matthias Dietrich
,
Katharina Drerup
,
Friederike Egberts
,
Anna‐Sophie Erkens
,
Salim Greven
,
Viola Harde
,
Marion Jost
,
Merit Kaeding
,
Katharina Kosova
,
S. Lischner
,
Maria Maagk
,
Anna Laetitia Messinger
,
Malte Metzner
,
Rogina Motamedi
,
Ann-Christine Rosenthal
,
Ulrich Seidl
,
Jana Stemmermann
,
Kaspar Torz
,
Juliana Giraldo Velez
,
Jennifer Haiduk
,
Mareike Alter
,
Claudia Bär
,
Paul Bergenthal
,
Anne Gerlach
,
Christian Holtorf
,
Ante Karoglan
,
Sophie Kindermann
,
Luise Kraas
,
Moritz Felcht
,
Maria Rita Gaiser
,
Claus‐Detlev Klemke
,
Hjalmar Kurzen
,
Thomas Leibing
,
Verena Müller
,
Raphael Reinhard
,
Jochen Utikal
,
Franziska Winter
,
Carola Berking
,
Laurie Eicher
,
Daniela Hartmann
,
Markus V. Heppt
,
Katharina Kilian
,
Sebastian Krammer
,
Diana Lill
,
Anne‐Charlotte Niesert
,
Eva Oppel
,
Elke Sattler
,
Sonja Senner
,
Jens Wallmichrath
,
Hans Wolff
,
Tina Giner
,
Valerie Glutsch
·
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.1016/j.ejca.2019.06.013
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.1016/j.ejca.2019.06.013
Our findings show that automated classification of dermoscopic melanoma and nevi images is extendable to a multiclass classification problem, thus better reflecting clinical differential diagnoses, while still outperforming dermatologists at a significant level (p < 0.001).
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1016/j.ejca.2019.06.013
- OA Status
- hybrid
- Cited By
- 206
- References
- 26
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W2968318837
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W2968318837Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1016/j.ejca.2019.06.013Digital Object Identifier
- Title
-
Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networksWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2019Year of publication
- Publication date
-
2019-08-13Full publication date if available
- Authors
-
Roman C. Maron, Michael Weichenthal, Jochen Utikal, Achim Hekler, Carola Berking, Axel Hauschild, Alexander Enk, Sebastian Haferkamp, Joachim Klode, Dirk Schadendorf, Philipp Jansen, Tim Holland‐Letz, Bastian Schilling, Christof von Kalle, Stefan Fröhling, Maria Rita Gaiser, Daniela Hartmann, Anja Gesierich, Katharina C. Kähler, Ulrike Wehkamp, Ante Karoglan, Claudia Bär, Titus J. Brinker, Laurenz Schmitt, Wiebke K. Peitsch, Friederike Hoffmann, Jürgen C. Becker, Christina Drusio, Philipp Jansen, Joachim Klode, Georg Lodde, Stefanie Sammet, Dirk Schadendorf, Wiebke Sondermann, Selma Ugurel, Jeannine Zader, Alexander Enk, Martin Salzmann, Sarah K. Schäfer, Knut Schäkel, Julia K. Winkler, Priscilla Wölbing, Hiba Asper, Ann‐Sophie Bohne, Victoria Brown, Bianca Burba, Sophia Deffaa, Cecilia Dietrich, Matthias Dietrich, Katharina Drerup, Friederike Egberts, Anna‐Sophie Erkens, Salim Greven, Viola Harde, Marion Jost, Merit Kaeding, Katharina Kosova, S. Lischner, Maria Maagk, Anna Laetitia Messinger, Malte Metzner, Rogina Motamedi, Ann-Christine Rosenthal, Ulrich Seidl, Jana Stemmermann, Kaspar Torz, Juliana Giraldo Velez, Jennifer Haiduk, Mareike Alter, Claudia Bär, Paul Bergenthal, Anne Gerlach, Christian Holtorf, Ante Karoglan, Sophie Kindermann, Luise Kraas, Moritz Felcht, Maria Rita Gaiser, Claus‐Detlev Klemke, Hjalmar Kurzen, Thomas Leibing, Verena Müller, Raphael Reinhard, Jochen Utikal, Franziska Winter, Carola Berking, Laurie Eicher, Daniela Hartmann, Markus V. Heppt, Katharina Kilian, Sebastian Krammer, Diana Lill, Anne‐Charlotte Niesert, Eva Oppel, Elke Sattler, Sonja Senner, Jens Wallmichrath, Hans Wolff, Tina Giner, Valerie GlutschList of authors in order
- Landing page
-
https://doi.org/10.1016/j.ejca.2019.06.013Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
hybridOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.1016/j.ejca.2019.06.013Direct OA link when available
- Concepts
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McNemar's test, Medicine, Skin cancer, Medical diagnosis, Dermatology, Basal cell carcinoma, Melanoma, Confidence interval, Convolutional neural network, Cancer, Basal cell, Artificial intelligence, Radiology, Pathology, Internal medicine, Mathematics, Computer science, Statistics, Cancer researchTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
206Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 29, 2024: 27, 2023: 36, 2022: 41, 2021: 37Per-year citation counts (last 5 years)
- References (count)
-
26Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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