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Biopsy ML

Data Browsers & Visualizers

Bioscience imaging tools

Histopathology · Classifiers
Classifier Browsers
Per-image browsing with predictions and confusion matrices across three classifier datasets.
PCamMSICollagenMisclassification filter
Multi-dataset · 5D
5D Dataset Explorer
Interactive 5D volumetric viewer across multiple imaging datasets. Navigate Z, Y, X planes with classifier predictions and per-channel overlays.
5D viewerMulti-datasetClassifier overlayChannel slicing
Spatial Transcriptomics · Visium HD
Visium HD Spatial Browser
Interactive map of 509K segmented cells on human tissue. Pan and zoom to explore cell types, gene expression clusters, UMAP, and polygon overlays.
509K cellsCell typesUMAPClustersDiff. exp.
Microscopy · LIF · SHG+MP
SHG Collagen Visualizer
Composite isometric Z-stack browser for SHG and multiphoton channels. Navigate Z/Y/X planes, switch channels or blend MP+SHG with additive compositing.
CompositeIsometric prismMP · SHGSlice caller