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Puma2024-track2

PUMA Challenge 2024 Track 2 — 2-stage panoptic segmentation for melanoma WSI. Stage 1: UnifiedPanopticNet (ViT-L/16 UNI + ConvNeXt-Atto) for 5-class tissue seg & nuclei instance detection (HV maps + watershed). Stage 2: NucleiRefinerUNet for refined 10-class nuclei classification. Site classifier, SC-DFA, Bayesian spatial priors.

  • Updated May 26, 2026
  • Python

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