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@@ -59,9 +59,8 @@ Key components and how they map to the code:
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  ## Installation
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  ```bash
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- pip install torch torchvision
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- pip install transformers nibabel monai smb_biopan_utils
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- pip install 'monai[all]'
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  ```
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@@ -146,4 +145,12 @@ print(encoded_patches.shape)
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  ## Citation
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- If you use SMB‑Vision in your research, please cite this repository.
 
 
 
 
 
 
 
 
 
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  ## Installation
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  ```bash
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+ pip install torch torchvision transformers 'monai[all]'
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+ pip install git+https://github.com/standardmodelbio/smb-biopan-utils.git
 
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  ```
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  ## Citation
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+ If you use SMB‑RAD-Encoder-v1 in your research, please cite this repository.
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+ @software{standardmodel2025smbrad,
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+ author = {Chen, Zekai and Adam, Irsyad and Laprade, David and Brown, Kevin and others},
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+ title = {SMB‑RAD-Encoder-v1},
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+ year = {2025},
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+ publisher = {Standard Model Biomedicine, Inc.},
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+ journal = {Standard Model Blog},
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+ url = {https://huggingface.co/standardmodelbio/SMB-RAD-Encoder-v1/edit/main/README.md}
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+ }