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Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review.

Titus Josef BrinkerAchim HeklerJochen Sven UtikalNiels GrabeDirk SchadendorfJoachim KlodeCarola BerkingTheresa SteebAlexander H EnkChristof von Kalle
Published in: Journal of medical Internet research (2018)
CNNs display a high performance as state-of-the-art skin lesion classifiers. Unfortunately, it is difficult to compare different classification methods because some approaches use nonpublic datasets for training and/or testing, thereby making reproducibility difficult. Future publications should use publicly available benchmarks and fully disclose methods used for training to allow comparability.
Keyphrases
  • deep learning
  • convolutional neural network
  • skin cancer
  • systematic review
  • machine learning
  • virtual reality
  • meta analyses
  • soft tissue