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Multichannel three-dimensional fully convolutional residual network-based focal liver lesion detection and classification in Gd-EOB-DTPA-enhanced MRI.

Tomomi TakenagaShouhei HanaokaYukihiro NomuraTakahiro NakaoHisaichi ShibataSoichiro MikiTakeharu YoshikawaNaoto HayashiOsamu Abe
Published in: International journal of computer assisted radiology and surgery (2021)
We proposed the simultaneous detection and classification of a focal liver lesion in Gd-EOB-DTPA-enhanced MRI using multichannel 3D FC-ResNet. Our results indicated simultaneous detection and classification are possible using a single network. It is necessary to further improve detection sensitivity to help radiologists.
Keyphrases
  • loop mediated isothermal amplification
  • machine learning
  • deep learning
  • real time pcr
  • label free
  • magnetic resonance imaging
  • magnetic resonance
  • diffusion weighted imaging
  • network analysis