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Intensity standardization of MRI prior to radiomic feature extraction for artificial intelligence research in glioma-a systematic review.

Kavi FataniaFarah MohamudAnna ClarkMichael NixSusan C ShortJames O'ConnorAndrew F ScarsbrookStuart Currie
Published in: European radiology (2022)
• Intensity standardisation is a key pre-processing step in the development of robust radiomic signatures to evaluate diffuse glioma. • A minority of studies compared the impact of two or more methods. • Further research is required to directly compare multiple methods of MRI intensity standardisation on glioma datasets.
Keyphrases
  • artificial intelligence
  • machine learning
  • high intensity
  • deep learning
  • contrast enhanced
  • big data
  • magnetic resonance imaging
  • computed tomography
  • dna methylation