skull_segmentation / README.md
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metadata
license: mit
language:
  - en
pipeline_tag: image-segmentation
tags:
  - CT scans
  - U-Net

Model Card for Models of "Automatic semantic segmentation of the osseous structures of the paranasal sinuses"

This is a model repository. Please check all the information in our paper and GitHub page.

Model Sources

  • Repository: GitHub page
  • Paper: Automatic semantic segmentation of the osseous structures of the paranasal sinuses (link)

Get Start

  • 3D models are associated with TensorFlow and Keras.
  • 2D and final models are associated with Pytorch.

You can use the 2D and 3D models for reproduction.

Check this code for transfer learning using our final model.

Ethical Issue

Please use our models and datasets appropriately and comply with relevant medical information protection regulations. We have wiped out all data involving private personal information.

Citation

If you use our model or dataset in your research, please cite our paper:

@article{yichun2024automatic,
  title={Automatic Semantic Segmentation of the Osseous Structures of the Paranasal Sinuses},
  author={Yichun Sun, Alejandro Guerrero-López, Julián D. Arias-Londoño, Juan I. Godino-Llorente},
  journal={bioRxiv 2024.06.21.599833},
  year={2024},
}