Dermatologia / Pubblicazioni Scientifiche

Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition

Deep learning convolutional neural networks (CNN) may facilitate melanoma detection, but data comparing a CNN's diagnostic performance to larger groups of dermatologists are lacking

Segreteria SIDeMaST, 12 Jun 2018 10:28

Background

Deep learning convolutional neural networks (CNN) may facilitate melanoma detection, but data comparing a CNN's diagnostic performance to larger groups of dermatologists are lacking.

Methods

Googlès Inception v4 CNN architecture was trained and validated using dermoscopic images and corresponding diagnoses. In a comparative cross-sectional reader study a 100-image test-set was used (level-I: dermoscopy only; level-II: dermoscopy plus clinical information and images).

Leggi l'articolo completo

Haenssle HA, Fink C, Schneiderbauer R, Toberer F, Buhl T, Blum A, Kalloo A, Hassen ABH, Thomas L, Enk A, Uhlmann L.

Ann Oncol. 2018 May 28. doi: 10.1093/annonc/mdy166. [Epub ahead of print]

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