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Deep Learning Algorithms in the Automatic Segmentation of Liver Lesions in Ultrasound Investigations.

Mădălin MămuleanuMarinela-Cristiana UrhuțLarisa Daniela SăndulescuConstantin KamalAna-Maria PătrașcuAlin Gabriel IonescuMircea-Sebastian ȘerbănescuCostin Teodor Streba
Published in: Life (Basel, Switzerland) (2022)
Two segmentation models were obtained in the study. The models performed similarly during training and validation. However, one model was trained to focus on hard-to-predict labels. The proposed segmentation models can represent a first step in automatically extracting time-intensity curves from CEUS examinations.
Keyphrases
  • deep learning
  • convolutional neural network
  • artificial intelligence
  • machine learning
  • magnetic resonance imaging
  • high intensity
  • resistance training
  • virtual reality