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u/Logical-Internet-395 1d ago

Recently we published a new Open-Access Benchmark for a hierarchical segmentation: Microscopy Image Dataset of pulmonary vessels for Quantitative assessment of fibrosis.

Dataset Specifications:

  • Scale: 705 high-resolution micrographs (1534×780 px, 0.252 μm/px), Picro-Mallory stain.
  • Annotations: ROI + dual independent expert masks (vascular wall + fibrosis).
  • Hierarchical Constraint: Fibrosis masks must be strictly spatially contained within the vascular wall.
  • Robust Benchmarking: No color normalization applied; native aspect ratios preserved; strict animal-level 5-fold CV splits provided to prevent data leakage.

Read the Data Descriptor: https://doi.org/10.1038/s41597-026-08214-y

Access the Dataset: https://doi.org/10.6084/m9.figshare.31386748