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@@ -46,6 +46,17 @@ This repository contains only the trained weights and minimal configuration need
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  Below is a minimal example of how to download and load the model using the Hugging Face Hub:
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  ```python
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  import json
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  import torch
@@ -118,6 +129,7 @@ If you use this model in your work, please cite:
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  ```bibtex
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  @misc{cmrclip2025,
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  title={CMR-CLIP: Contrastive Language Image Pretraining for a Cardiac Magnetic Resonance Image Embedding with Zero-shot Capabilities},
 
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  year={2025},
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  }
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  ```
 
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  Below is a minimal example of how to download and load the model using the Hugging Face Hub:
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+
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+
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+ ```bash
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+ # Clone the repository
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+ git clone https://github.com/your-repo/CMRCLIP.git
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+ cd CMRCLIP
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+
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+ # Install dependencies
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+ pip install -r requirements.txt
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+ ```
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+
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  ```python
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  import json
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  import torch
 
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  ```bibtex
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  @misc{cmrclip2025,
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  title={CMR-CLIP: Contrastive Language Image Pretraining for a Cardiac Magnetic Resonance Image Embedding with Zero-shot Capabilities},
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+ author={Makiya Nakashima, Jielin Qiu, Peide Huang, Po-Hao Chen, Richard Grimm, Christopher Nguyen, Byung-Hak Kim, Ding Zhao, Deborah Kwon, David Chen},
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  year={2025},
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  }
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  ```