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Installation
To install the lighter-zoo package, use pip:
pip install lighter-zoo
Example Usage
# Import the SegResNet model from lighter_zoo
from lighter_zoo import SegResNet
# Create a 3D segmentation model for whole body segmentation
model = SegResNet(
spatial_dims=3, # 3D input volumes
in_channels=1, # Single channel input (e.g. CT or MRI)
out_channels=118, # Number of segmentation classes
init_filters=32, # Initial number of filters in first conv layer
blocks_down=[1, 2, 2, 4, 4], # Number of residual blocks in each downsampling stage
dsdepth=4 # Depth of deep supervision
)
# Load pretrained weights from the whole body segmentation model
model.from_pretrained("project-lighter/whole_body_segmentation")
This example demonstrates how to load the SegResNet model with pre-trained weights for whole-body segmentation.
Available Models
The following models are currently available in the Lighter-Zoo:
- SegResNet: A 3D segmentation model based on the MONAI implementation.
More models will be added in the future.
Contributing
Contributions are welcome! If you have a pre-trained model you would like to share, please submit a pull request.
License
This project is licensed under the Apache 2.0 License.
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