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README.md
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Detailed information on the labeling process can be found [here](https://huggingface.co/datasets/fhofmann/VertebralBodiesCT-Labels).
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The model segments thoracic vertebrae T1 to T12 (labels 1-12), lumbar vertebrae L1 to L5 (labels 13-17), and the sacrum (label 19), with optional vertebrae such as T13 (label 21) or L6 (label 18).
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Training was conducted using a single fold over 1000 epochs.
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The [dataset_fingerprint.json](nnUNetTrainer__nnUNetResEncUNetMPlans__3d_fullres/dataset_fingerprint.json), [model plan with model configuration and hyperparameters](nnUNetTrainer__nnUNetResEncUNetMPlans__3d_fullres/plans.json) and [training logs](nnUNetTrainer__nnUNetResEncUNetMPlans__3d_fullres/fold_all/logs
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## Evaluation
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The model's performance metrics were assessed in a separate test dataset, and its clinical value in identifying the third lumbar vertebra (L3) was explored in an [independent oncological dataset](https://doi.org/10.25737/SZ96-ZG60). Model metrics are available [here](metrics.md), and detailed results are described in [our paper](#Citation).
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Detailed information on the labeling process can be found [here](https://huggingface.co/datasets/fhofmann/VertebralBodiesCT-Labels).
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The model segments thoracic vertebrae T1 to T12 (labels 1-12), lumbar vertebrae L1 to L5 (labels 13-17), and the sacrum (label 19), with optional vertebrae such as T13 (label 21) or L6 (label 18).
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Training was conducted using a single fold over 1000 epochs.
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The [dataset_fingerprint.json](nnUNetTrainer__nnUNetResEncUNetMPlans__3d_fullres/dataset_fingerprint.json), [model plan with model configuration and hyperparameters](nnUNetTrainer__nnUNetResEncUNetMPlans__3d_fullres/plans.json) and [training logs](https://huggingface.co/fhofmann/VertebralBodiesCT-ResEncM/tree/main/nnUNetTrainer__nnUNetResEncUNetMPlans__3d_fullres/fold_all/logs) are available with the model.
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## Evaluation
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The model's performance metrics were assessed in a separate test dataset, and its clinical value in identifying the third lumbar vertebra (L3) was explored in an [independent oncological dataset](https://doi.org/10.25737/SZ96-ZG60). Model metrics are available [here](metrics.md), and detailed results are described in [our paper](#Citation).
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