Published January 24, 2022
| Version v1
Model
Open
Unmyelinated fiber segmentation model release
Authors/Creators
Description
Model release for the paper, two variants are available:
- umf_segmentation_release.zip with the original model used to generate the segmentation maps in the paper
- umf_release_data.zip with a scaled-up version (v2) of the original model, doubling the parameters but keeping the same U-Net architecture.
- umf_release_ensemble.zip containing a multi-resolution ensemble implemented in the
ensemblesection of the repository, more accurate and robust to distribution shifts.
Details on the ensemble model are reported in the PhD thesis "Unraveling Complexity: Panoptic Segmentation in Cellular and Space Imagery" [Plebani2024] (IU Scholarworks mirror).
Files
umf_release_data.zip
Additional details
Software
- Repository URL
- https://github.com/Banus/umf_unet
- Programming language
- MATLAB , Python
- Development Status
- Inactive