Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task-Reference-Cited by-同舟云学术

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

Published:2019-05 Issue: Volume:113 Page:47-54
ISSN:0959-8049
Container-title:European Journal of Cancer
language:en
Short-container-title:European Journal of Cancer

Author:

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

Funder

Federal Ministry of Health

Publisher

Elsevier BV

Subject

Cancer Research,Oncology

Reference12 articles.

1. Melanoma;Schadendorf;Lancet,2018

2. Pattern analysis, not simplified algorithms, is the most reliable method for teaching dermoscopy for melanoma diagnosis to residents in dermatology;Carli;Br J Dermatol,2003

3. Dermatologist-level classification of skin cancer with deep neural networks;Esteva;Nature,2017

4. Results of the 2016 international skin imaging collaboration international symposium on biomedical imaging challenge: comparison of the accuracy of computer algorithms to dermatologists for the diagnosis of melanoma from dermoscopic images;Marchetti;J Am Acad Dermatol,2018

5. Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists;Haenssle;Ann Oncol,2018

Cited by 327 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Testing the consistency of performance scores reported for binary classification problems;Applied Soft Computing;2024-10

2. Joint-individual fusion structure with fusion attention module for multi-modal skin cancer classification;Pattern Recognition;2024-10

3. Skinformatics: Navigating the big data landscape of dermatology;Journal of the European Academy of Dermatology and Venereology;2024-09-10

4. A hybrid deep learning skin cancer prediction framework;Engineering Science and Technology, an International Journal;2024-09

5. Deep learning algorithms for melanoma detection using dermoscopic images: A systematic review and meta-analysis;Artificial Intelligence in Medicine;2024-09