articleTop 1% cited
Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task
European Journal of Cancer · 2019 · Vol. 113 · pp. 47–54
Titus J. Brinker✉(German Cancer Research Center)Achim Hekler(German Cancer Research Center)Alexander Enk(Heidelberg University)Joachim Klode(Essen University Hospital)Axel HauschildCarola Berking(LMU Klinikum)Bastian Schilling(Universitätsklinikum Würzburg)Sebastian Haferkamp(University Hospital Regensburg)Dirk Schadendorf(Essen University Hospital)Tim Holland‐Letz(German Cancer Research Center)Jochen Utikal(German Cancer Research Center)Christof von Kalle(German Cancer Research Center)Wiebke Ludwig‐PeitschJudith SirokayLucie HeinzerlingMagarete AlbrechtKatharina BaratellaLena BischofEleftheria ChortiAnna DithChristina DrusioNina GieseEmmanouil GratsiasKlaus GriewankSandra HallaschZdenka HanhartSaskia HerzKatja HohausPhilipp JansenFinja JockenhöferTheodora KanakiSarah KnispelKatja LeonhardAnna MartakiLiliana MateiJohanna MatullAlexandra OlischewskiMaximilian PetriJan‐Malte PlackeSimon RaubKatrin SalvaSwantje SchlottElsa SodyNadine SteingrubeIngo StoffelsSelma UgurelAnne ZarembaChristoffer GebhardtNina BookenMaria ChristoloukaKristina Buder‐BakhayaTherezia Bokor‐BillmannAlexander Enk(Heidelberg University)Patrick GholamHolger HänßleMartin SalzmannSarah K. SchäferKnut SchäkelTimo SchankAnn‐Sophie BohneSophia DeffaaKatharina DrerupFriederike EgbertsAnna‐Sophie ErkensBenjamin EwaldSandra FalkvollSascha GerdesViola HardeAxel HauschildMarion JostKatja KosovaLaetitia MessingerMalte MetznerKirsten MorrisonRogina MotamediAnja PinczkerAnne RosenthalNatalie SchellerThomas SchwarzDora StölzlFederieke ThielkingElena TomaschewskiUlrike WehkampMichael WeichenthalOliver WiedowClaudia BärSophia Bender-SäbelkampfMarc HorbrüggerAnte KaroglanLuise KraasJörg FaulhaberCyrill GéraudZe GuoPhilipp KochMiriam LinkeNolwenn MaurierVerena MüllerBenjamin ThomasJochen Utikal(German Cancer Research Center)Ali Saeed M. AlamriAndrea BaczakoCarola Berking(LMU Klinikum)Matthias BetkeCarolin HaasDaniela HartmannMarkus V. HepptKatharina KilianSebastian Krammer(University Hospital Regensburg)Natalie Lidia LapczynskiSebastian Mastnik(University Hospital Regensburg)Suzan NasifogluCristel RuiniElke SattlerMax SchlaakHans WolffBirgit AchatzAstrid BergbreiterKonstantin DrexlerMonika EttingerSebastian Haferkamp(University Hospital Regensburg)Anna HalupczokMarie HegemannVerena DinauerMaria MaagkMarion MicklerBiance PhilippAnna WilmConstanze WittmannAnja GesierichValerie GlutschKatrin KahlertAndreas KerstanBastian Schilling(Universitätsklinikum Würzburg)Philipp Schrüfer
Cutaneous Melanoma Detection and ManagementAI in cancer detectionCell Image Analysis TechniquesConvolutional neural networkArtificial intelligenceDeep learningMedicineSensitivity (control systems)Pattern recognition (psychology)Computer scienceTask (project management)Dermatology
MeSH terms
DermatologistsDeep LearningGermanyHospitals, UniversityHumansMelanomaNevusSensitivity and SpecificitySkin NeoplasmsDermoscopy
Funding
- Bundesministerium für Gesundheit
Citations
557
FWCI
27.05
field-weighted impact
References
13
Percentile
100%
vs. same field & year
Citations per year
References
ImageNet Large Scale Visual Recognition Challenge
International Journal of Computer Vision · 2015 · 39,683 citations
Dermatologist-level classification of skin cancer with deep neural networks
Nature · 2017 · 13,224 citations
Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists
Annals of Oncology · 2018 · 1,505 citations
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