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3D Segmentations models for pytorch

Supported architectures:

  • Unet
  • Unet++

Install:

git clone git@github.com:EIDOSLAB/torch-segmentation-3d.git && cd torch-segmentation-3d
pip3 install .

Example:

import torch_segmentation_3d as seg3d
model = seg3d.models.Unet(encoder_name="resnet18", encoder_weights="imagenet", in_channels=1, classes=3)

Supported encoders:

  • ResNet

    Encoder Weights Params
    resnet18 imagenet 33M
    resnet34 imagenet 63M
    resnet50 imagenet 46M
    resnet101 imagenet 85M

Cache location:

  • Linux: ~/.cache/torch/hub/checkpoints/resnet18-78569d5e.pth (imagenet-1k)

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