https://github.com/codingfisch/unet3d
Single-file PyTorch implementations of 3D UNets
Science Score: 13.0%
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Low similarity (2.9%) to scientific vocabulary
Repository
Single-file PyTorch implementations of 3D UNets
Basic Info
- Host: GitHub
- Owner: codingfisch
- Language: Python
- Default Branch: main
- Size: 5.86 KB
Statistics
- Stars: 0
- Watchers: 1
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Metadata Files
README.md
unet3d
pip install unet3d to get single-file implementations of 3D UNet architectures for 3D image segmentation!
Usage 💡
Run a UNet3d...
```python
import torch
from unet3d import UNet3d, LinkNet3d
unet = UNet3d(cin=1, cout=2, cstart=8, layers=4)
x = torch.rand(1, 1, 64, 64, 64)
output = unet(x)
print(output.shape) # (1, 2, 64, 64, 64)
...or a `LinkNet3d`—a more compute efficient UNet variant—on `torch.rand`om data 🤓
python
linknet = LinkNet3d(cin=1, cout=2, cstart=8, layers=4)
x = torch.rand(1, 1, 64, 64, 64)
output = linknet(x)
print(output.shape) # (1, 2, 64, 64, 64)
```
Owner
- Login: codingfisch
- Kind: user
- Repositories: 1
- Profile: https://github.com/codingfisch
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Dependencies
- python ^3.9
- torch *