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Using Multiple Dermoscopic Photographs of One Lesion Improves Melanoma Classification via Deep Learning: A Prognostic Diagnostic Accuracy Study2023 arXiv (Cornell University) preprint Medicine Cutaneous Melanoma Detection and Management Open access
Achim Hekler, Roman Christoph Maron, Sarah Haggenmüller, Max Schmitt, Christoph Wies, Jochen Sven Utikal, +25 more
0citations -
Artificial Intelligence and Its Effect on Dermatologists’ Accuracy in Dermoscopic Melanoma Image Classification: Web-Based Survey Study2020 Journal of Medical Internet Research article Medicine Cutaneous Melanoma Detection and Management Open access
Roman Christoph Maron, Jochen Sven Utikal, Achim Hekler, Axel Hauschild, Elke Sattler, Wiebke Sondermann, +14 more
91citations -
Model soups improve performance of dermoscopic skin cancer classifiers2022 European Journal of Cancer article Medicine Cutaneous Melanoma Detection and Management Open access
Roman Christoph Maron, Achim Hekler, Sarah Haggenmüller, Christof V. Kalle, Jochen Sven Utikal, Verena Alexandra Müller, +27 more
9citations -
A benchmark for neural network robustness in skin cancer classification2021 European Journal of Cancer article Medicine Cutaneous Melanoma Detection and Management Open access
Roman Christoph Maron, Justin Gabriel Schlager, Sarah Haggenmüller, Christof V. Kalle, Jochen Sven Utikal, Friedegund Elke Meier, +22 more
65citations -
Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts2021 European Journal of Cancer review Medicine Cutaneous Melanoma Detection and Management Open access
Sarah Haggenmüller, Roman Christoph Maron, Achim Hekler, Jochen Sven Utikal, Catarina Barata, Raymond L. Barnhill, +59 more
269citations -
Diagnostic performance of artificial intelligence for histologic melanoma recognition compared to 18 international expert pathologists2021 Journal of the American Academy of Dermatology article Computer Science AI in cancer detection Open access
Titus Josef Brinker, Max Schmitt, Eva Krieghoff‐Henning, Raymond L. Barnhill, Helmut Beltraminelli, Stephan Alexander Braun, +22 more
70citations -
Dermatologist-like explainable AI enhances melanoma diagnosis accuracy: eye-tracking study2025 Nature Communications article Computer Science Explainable Artificial Intelligence (XAI) Open access
Tirtha Chanda, Tabea-Clara Bucher, Tim Holland‐Letz, Harald Kittler, Philipp Tschandl, Markus Vincent Heppt, +18 more
43citations -
Dermatologist-like explainable AI enhances melanoma diagnosis accuracy: eye-tracking study2024 arXiv (Cornell University) preprint Computer Science Explainable Artificial Intelligence (XAI) Open access
Tirtha Chanda, Sarah Haggenmueller, Tabea-Clara Bucher, Tim Holland‐Letz, Harald Kittler, Philipp Tschandl, +14 more
5citations
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