BioCluster

Inspector

Cluster inspector

Per-cluster size, label enrichment, technical (site) composition, and representative samples for the label-free-selected clustering already reported on Representations. This is a research-inspection tool, not a diagnostic UI.

Enrichment is not diagnosis

A cluster majority-enriched for one tissue or cell type is a statement about label agreement within this benchmark subsample, not a clinical finding about any individual image.

PathMNIST (histopathology)

Representation: DINOv2 ViT-S/14 · k=6

Cluster #0

71 images in this subsample

Label enrichment

  • debris66%
  • lymphocytes24%
  • colorectal adenocarcinoma epithelium6%
  • cancer-associated stroma3%
  • smooth muscle1%

Site composition

  • CRC-VAL-HE-7K100%

Representative samples

debrisdebriscolorectal adenocarcinoma epitheliumdebrisdebrisdebrisdebriscolorectal adenocarcinoma epitheliumlymphocytesdebrislymphocytesdebris

BloodMNIST (blood cell microscopy)

Representation: DINOv2 ViT-S/14 · k=7

Cluster #0

122 images in this subsample

Label enrichment

  • monocyte32%
  • immature granulocyte30%
  • basophil15%
  • neutrophil11%
  • eosinophil7%
  • lymphocyte3%
  • erythroblast2%

Representative samples

monocytemonocyteneutrophilmonocytemonocytebasophileosinophilbasophilbasophillymphocytebasophilbasophil