Expert-Level Diagnosis of Nonpigmented Skin Cancer by Combined Convolutional Neural Networks

Author:

Tschandl Philipp12,Rosendahl Cliff34,Akay Bengu Nisa5,Argenziano Giuseppe6,Blum Andreas7,Braun Ralph P.8,Cabo Horacio9,Gourhant Jean-Yves10,Kreusch Jürgen11,Lallas Aimilios12,Lapins Jan13,Marghoob Ashfaq14,Menzies Scott15,Neuber Nina Maria2,Paoli John16,Rabinovitz Harold S.17,Rinner Christoph18,Scope Alon19,Soyer H. Peter20,Sinz Christoph2,Thomas Luc21,Zalaudek Iris22,Kittler Harald2

Affiliation:

1. School of Computing Science, Simon Fraser University, Burnaby, British Columbia, Canada

2. Vienna Dermatologic Imaging Research Group, Department of Dermatology, Medical University of Vienna, Vienna, Austria

3. School of Medicine, The University of Queensland, Brisbane, Queensland, Australia

4. School of Medicine, Tehran University of Medical Sciences, Tehran, Iran

5. Department of Dermatology, Ankara University Faculty of Medicine, Ankara, Turkey

6. Dermatology Unit, University of Campania, Naples, Italy

7. Public, Private and Teaching Practice of Dermatology, Konstanz, Germany

8. Department of Dermatology, University Hospital Zürich, Zürich, Switzerland

9. Department of Dermatology, Instituto de Investigaciones Médicas ALanari, University of Buenos Aires, Buenos Aires, Argentina

10. Centre de Dermatologie, Nemours, France

11. private practice, Lübeck, Germany

12. First Department of Dermatology, Aristotle University, Thessaloniki, Greece

13. Department of Dermatology, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden

14. Dermatology Service, Memorial Sloan Kettering Cancer Center, Hauppauge, New York

15. Sydney Melanoma Diagnostic Centre and Discipline of Dermatology, University of Sydney, Sydney, Australia

16. Department of Dermatology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden

17. Skin and Cancer Associates, Plantation, Florida

18. Center for Medical Statistics, Informatics and Intelligent Systems, Medical University of Vienna, Vienna, Austria

19. Medical Screening Institute, Chaim Sheba Medical Center, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel

20. Dermatology Research Centre, The University of Queensland, The University of Queensland Diamantina Institute, Brisbane, Australia

21. Department of Dermatology, Centre Hospitalier Lyon Sud, Lyon 1 University, Lyons Cancer Research Center, Lyon, France

22. Dermatology Clinic, Maggiore Hospital, University of Trieste, Trieste, Italy

Publisher

American Medical Association (AMA)

Subject

Dermatology

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