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.
Release files for lighter-zoo 0.1.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| lighter_zoo-0.1.3.tar.gz | 3.2 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| lighter_zoo-0.1.3-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 7.2 kB
Release files / lighter_zoo-0.1.3.tar.gz
| Download URL | lighter_zoo-0.1.3.tar.gz |
|---|---|
| Size | 3.2 kB |
| Tags | Source |
|
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Release files / lighter_zoo-0.1.3-py3-none-any.whl
| Download URL | lighter_zoo-0.1.3-py3-none-any.whl |
|---|---|
| Size | 4.1 kB |
| Tags | Python 3 |
|
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| Uploaded via |
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