Project-MONAI / Project-MONAI/model-zoo
Add Tumor Segmentation Foundation Model
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@tangy5 is already working on this.
Since Mar 23, 2023.
- Dominant language
- Python
- Stars
- 338
- Forks
- 106
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Description
We already have two foundation models for basic whole brain and whole body segmentation.
- whole brain segmentation model (133 brain structures) for T1 MRI.
- whol body segmentation model (104 totalSegmentor dataset) for CT images.
It would be great to add tumor segmentation foundation model for liver,pancreas,lung,colon,hepatic vessel, etc.
Use MSD datasets for training, the goal is to train a single to output many types of tumor, which can be used as a base model for tumor detect and seg tasks.
Users can use the foundation model for fine-tuning specific tumor/nodule in practice workflow.
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