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voxelmorph

Deep learning tools for deformable medical image registration. This package offers reference implementations of core registration networks, loss functions, and utilities, with PyTorch and TensorFlow backends.

Subpackages (overview)

  • nn: Torch-based neural network components for Voxelmorph.
  • py: Python utilities for Voxelmorph.
Citation

Balakrishnan, G., Zhao, A., Sabuncu, M. R., Guttag, J., & Dalca, A. V. (2018). VoxelMorph: A Learning Framework for Deformable Medical Image Registration. arXiv:1809.05231. https://arxiv.org/abs/1809.05231

@article{balakrishnan2018voxelmorph,
  title   = {VoxelMorph: A Learning Framework for Deformable Medical
             Image Registration},
  author  = {Balakrishnan, Guha and Zhao, Amy and Sabuncu, Mert R and
             Guttag, John and Dalca, Adrian V},
  journal = {arXiv preprint arXiv:1809.05231},
  year    = {2018},
  url     = {https://arxiv.org/abs/1809.05231}
}