Module catalog

40 interactive modules. Filter by cluster or search by topic, method or keyword.

• Unsupervised

  Unsupervised Phenotyping Explorer

  Cluster the kidney cohort in radiomic-plus-clinical space and ask whether the resulting phenotypes mean anything.

  k-meansPCAphenotypes
• Unsupervised

  Cluster Stability Explorer

  Resample the cohort repeatedly and measure how often the same subjects land together — the only honest test of a phenotype.

  stabilitybootstrapadjusted Rand index
• Unsupervised

  Intensity Segmentation Explorer

  Segment a synthetic abdominal slice by intensity clustering and thresholding, with smoothing and K under your control.

  segmentationk-meansOtsu
• Unsupervised

  Segmentation Metric Explorer

  Perturb a predicted mask by dilation, erosion, shift and holes, and see which metrics notice.

  DiceJaccardHausdorff
• Unsupervised

  Linkage Method Explorer

  Single, complete, average and Ward linkage on the same points — four dendrograms, four different stories.

  hierarchical clusteringlinkagedendrogram
• Unsupervised

  Spectral Segmentation Explorer

  Build an affinity graph over image patches, take eigenvectors of the Laplacian, and cut the image where the graph is weakest.

  spectral clusteringgraph Laplacianaffinity