PhenoHarvest Analysis

Browser-based tools for stomatal annotation and spatial distribution analysis, including single-image KDE, multi-image mean/std KDE, Moran's I, and Ripley's K. Open any tool directly in your browser with no installation required.

Single-image KDE

Kernel Density Heatmap

Annotate one image with boxes and generate a KDE heatmap with contour visualization.

Multi-image KDE

Mean / Std KDE

Analyze multiple images together and compare average density fields and inter-image variation.

Moran's I

Spatial Autocorrelation

Use polygon annotations and spatial weight matrices to measure stomatal spatial autocorrelation.

Ripley's K

Point Pattern Analysis

Study clustered, regular, and random spatial patterns across multiple images using Ripley's K / L functions.