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Official implementation of "A Multimodal Feature Distillation with CNN-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities".

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Official MCTSeg

This is the source code for the paper, "A Multimodal Feature Distillation with CNN-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities", of which I am the first author.

Model

The model configuration (i.e., network construction) file is net.py in the directory .\model. To train and test by running train.py and test.py.

Evaluation

Datasets Brain Tumor Segmentation (BraTS) Challenge 2018/2020 (BraTS2018/BraTS2020).

Suggested Citation

Our manuscript has been uploaded on arXiv. Please cite our paper if you use code from this repository:

Plain Text

  • IEEE Style
    M. Kang, F. F. Ting, R. C.-W. Phan, Z. Ge, and C.-M. Ting, "A multimodal feature distillation with cnn-transformer network for brain tumor segmentation with incomplete modalities," arXiv:2404.14019 [cs.CV], Apr. 2024.

  • Nature Style
    Kang, M., Ting, F. F., Phan, R. C.-W., Ge, Z, & Ting, C.-M.. A multimodal feature distillation with CNN-Transformer network for brain tumor segmentation with incomplete modalities. Preprint at https://arxiv.org/abs/2404.14019 (2024).

  • Springer Style
    Kang, M., Ting, F. F., Phan, R.C.-W., Ge, Z., Ting, C.-M.: A multimodal feature distillation with cnn-transformer network for brain tumor segmentation with incomplete modalities. arXiv preprint arXiv:2404.14019 (2024)

License

PKGSeg is released under the BSD 3-Clause "New" or "Revised" License. Please see the LICENSE file for more information.

Copyright Notice

Many utility codes of our project base on the codes of PyTorch-3DUNet, mmFormer, Vision Transformer PyTorch, and Factor-Transfer-pytorch repositories.

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Official implementation of "A Multimodal Feature Distillation with CNN-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities".

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