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A least square generative network based on invariant contrastive feature pair learning for multimodal MR image synthesis.

Redha TouatiSamuel Kadoury
Published in: International journal of computer assisted radiology and surgery (2023)
The proposed model allows to generate reliable MR contrasts with enhanced tumors on the synthesized image using a brain tumor dataset (BraTS'18). In future work, we will perform a clinical evaluation of residual tumor segmentations during MR-guided neurosurgeries, where limited MR contrasts will be acquired during the procedure.
Keyphrases
  • contrast enhanced
  • deep learning
  • magnetic resonance
  • magnetic resonance imaging
  • machine learning
  • current status
  • minimally invasive
  • computed tomography
  • pain management