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TransMorph: Transformer for Unsupervised Medical Image Registration

Description

Resource Type: Software

TransMorph is a hybrid Transformer-ConvNet model for volumetric medical image registration

  • The self-attention mechanism and the large effective receptive field of the Transformer improve registration performance
  • The diffeomorphic variations of the model ensure topology-preserving deformations
  • The Bayesian variant of the model produces a well-calibrated uncertainty estimate
  • The source code, the pre-trained models, and the preprocessed dataset are publicly available