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--- |
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license: other |
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datasets: |
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- aagatti/ShapeMedKnee |
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extra_gated_heading: "Non-Commercial Use" |
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extra_gated_fields: |
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I agree to use this model for non-commercial use ONLY: checkbox |
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--- |
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<table style="width: 500px;"> |
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<tr style="background-color: #fec44f;"> |
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<th>Resource</th> |
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<th>Link</th> |
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</tr> |
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<tr style="background-color: #fff7bc;"> |
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<td>Data</td> |
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<td><a href="https://huggingface.co/datasets/aagatti/ShapeMedKnee/">ShapeMedKnee Dataset</a></td> |
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</tr> |
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<tr style="background-color: #fff7bc;"> |
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<td>NSM Model Code</td> |
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<td><a href="https://github.com/gattia/nsm">GitHub Repository for NSM</a></td> |
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</tr> |
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<tr style="background-color: #fff7bc;"> |
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<td>Example Implementation</td> |
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<td><a href="https://github.com/gattia/shapemedknee">GitHub Repository for ShapeMedKnee Example</a></td> |
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</tr> |
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<tr style="background-color: #fff7bc;"> |
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<td>Paper</td> |
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<td><a href="https://www.medrxiv.org/content/10.1101/2024.05.06.24306965v1">ShapeMedKnee medRxiv Paper</td> |
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</tr> |
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</table> |
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<img src="https://cdn-uploads.huggingface.co/production/uploads/6395556bb6aa39d7cdb5db57/mvvIeStjYgnFOrL8kScDl.png" alt="Description of image" style="width: 750px;"> |
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This model was trained and tested using the [ShapeMed-Knee dataset](https://huggingface.co/datasets/aagatti/ShapeMedKnee/). |
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The neural shape model (NSM) code used to train and run inference on the model are |
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[shared publicly](https://github.com/gattia/nsm). Examples on how use the NSM code, this model, and the shared dataset are |
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[described here](https://github.com/gattia/shapemedknee). |
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[medRxiv](https://www.medrxiv.org/content/10.1101/2024.05.06.24306965v2) |
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[IEEE TMI](https://ieeexplore.ieee.org/document/10735783) |
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Model descriptions: |
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BONE + CARTILAGE Models: |
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- 231: this was the original model from the paper |
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- 647: this was an updated model that improved registration before training the model |
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BONE ONLY Model: |
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- 551: this is a bone only model |
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647 and 551 are used in this work: https://www.medrxiv.org/content/10.1101/2025.11.16.25340352v1 |
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<img src="https://cdn-uploads.huggingface.co/production/uploads/6395556bb6aa39d7cdb5db57/xiexYvyVoKrxRkzuY4lDL.jpeg" alt="Description of image" style="width: 500px;"> |
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