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Classification of large-scale image database of various skin diseases using deep learning.

Masaya TanakaAtsushi SaitoKosuke ShidoYasuhiro FujisawaKenshi YamasakiManabu FujimotoKohei MuraoYouichirou NinomiyaShin'ichi SatohAkinobu Shimizu
Published in: International journal of computer assisted radiology and surgery (2021)
This study presents a deep learning-based classification of 59 skin diseases using multiple photographic images of a patient. The experimental results demonstrated that the proposed classification reinforced by metric learning and aggregation of multiple input images was effective in the classification of patients with diverse skin diseases and imaging conditions.
Keyphrases
  • deep learning
  • convolutional neural network
  • artificial intelligence
  • machine learning
  • soft tissue
  • wound healing
  • emergency department
  • optical coherence tomography