| --- |
| 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](https://doi.org/10.1101/2024.06.21.599833) and [GitHub](https://github.com/BYO-UPM/Craneal_CT) page. |
|
|
| ## Model Sources |
|
|
| - **Repository:** [GitHub page](https://github.com/BYO-UPM/Craneal_CT) |
| - **Paper:** Automatic semantic segmentation of the osseous structures of the paranasal sinuses ([link](https://doi.org/10.1101/2024.06.21.599833)) |
|
|
| ## 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](https://github.com/BYO-UPM/Craneal_CT/blob/main/Codes/2D_unets/transfer_learning_ddp.py) 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}, |
| } |
| ``` |
