wolny/pytorch-3dunet

3D U-Net model for volumetric semantic segmentation written in pytorch

Jupyter NotebookPythonpytorchunetsemantic-segmentationvolumetric-data3d-segmentationdice-coefficientunet-pytorchgroupnorm3d-unetpytorch-3dunetresidual-unet
This is stars and forks stats for /wolny/pytorch-3dunet repository. As of 29 Mar, 2024 this repository has 1604 stars and 447 forks.

pytorch-3dunet PyTorch implementation of 3D U-Net and its variants: UNet3D Standard 3D U-Net based on 3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation ResidualUNet3D Residual 3D U-Net based on Superhuman Accuracy on the SNEMI3D Connectomics Challenge ResidualUNetSE3D Similar to ResidualUNet3D with the addition of Squeeze and Excitation blocks based on Deep Learning Semantic Segmentation for High-Resolution Medical Volumes. Original squeeze and excite paper: Squeeze-and-Excitation...
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