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+ ---
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+ license: cc-by-4.0
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+ task_categories:
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+ - image-segmentation
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+ tags:
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+ - medical-imaging
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+ - electron-microscopy
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+ - FIB-SEM
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+ - 3D-segmentation
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+ - mitochondria
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+ - organelle-segmentation
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+ size_categories:
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+ - n<1K
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+ ---
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+
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+ # UroCell FIB-SEM Dataset
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+
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+ ## Dataset Description
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+
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+ UroCell is a 3D electron microscopy dataset acquired using Focused Ion Beam Scanning Electron Microscopy (FIB-SEM)
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+ for segmentation of subcellular organelles in urothelial cells.
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+
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+ ### Imaging Modality
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+ - **Modality**: FIB-SEM (Focused Ion Beam Scanning Electron Microscopy)
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+ - **Resolution**: ~16nm × 16nm × 15nm (nearly isotropic)
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+ - **Volume Size**: 256 × 256 × 256 voxels per volume
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+
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+ ### Data Contents
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+
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+ | Folder | Description | Files |
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+ |--------|-------------|-------|
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+ | `data/` | Raw FIB-SEM volumes | 8 NIfTI files |
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+ | `mito/binary/` | Binary mitochondria masks | 5 NIfTI files |
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+ | `mito/instance/` | Instance mitochondria masks | 5 NIfTI files |
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+ | `mito/branched/` | Branched mitochondria annotations | 5 NIfTI files |
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+ | `mito/contacting/` | Contacting mitochondria annotations | 5 NIfTI files |
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+ | `mito/mesh/` | 3D mesh reconstructions | OBJ files |
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+ | `lyso/binary/` | Binary endolysosome masks | 5 NIfTI files |
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+ | `lyso/mesh/` | 3D mesh reconstructions | OBJ files |
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+ | `golgi/` | Golgi apparatus annotations | NIfTI + OBJ files |
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+ | `fv/` | Fusiform vesicles annotations | OBJ mesh files |
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+
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+ ### Annotated Volumes
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+ 5 of 8 volumes have segmentation annotations:
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+ - fib1-0-0-0
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+ - fib1-1-0-3
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+ - fib1-3-2-1
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+ - fib1-3-3-0
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+ - fib1-4-3-0
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+
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+ ### File Format
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+ - **Volumes & Masks**: NIfTI format (`.nii.gz`)
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+ - **3D Meshes**: Wavefront OBJ format (`.obj`)
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+
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+ ## Usage
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+
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+ ```python
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+ from huggingface_hub import hf_hub_download
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+ import nibabel as nib
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+
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+ # Download a volume
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+ volume_path = hf_hub_download(
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+ repo_id="Angelou0516/UroCell",
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+ filename="data/fib1-0-0-0.nii.gz",
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+ repo_type="dataset"
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+ )
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+
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+ # Load with nibabel
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+ volume = nib.load(volume_path).get_fdata()
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+ print(f"Volume shape: {volume.shape}") # (256, 256, 256)
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+ ```
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite:
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+
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+ ```bibtex
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+ @article{urocell2024,
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+ title={UroCell: A FIB-SEM Dataset for 3D Organelle Segmentation},
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+ author={MancaZeworksLabs},
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+ year={2024},
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+ url={https://github.com/MancaZeworksLabs/UroCell}
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+ }
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+ ```
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+
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+ ## License
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+
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+ This dataset is released under the [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license.
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+
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+ ## Source
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+
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+ Original repository: https://github.com/MancaZeworksLabs/UroCell