Area.size.shape features
Description
Area.size.shape features characterize the geometric properties and spatial extent of segmented objects. these measurements are computed using both mesh and voxel-based approaches.
Features extracted
Area.size.shape feature measurements
Feature |
description |
|---|---|
VOLUME |
total volume of the segmented object in voxels |
CENTER.X |
X-coordinate of object centroid |
CENTER.Y |
Y-coordinate of object centroid |
CENTER.Z |
Z-coordinate of object centroid |
BBOX.VOLUME |
volume of the bounding box containing the object |
MIN.X / MAX.X |
minimum and maximum X coordinates |
MIN.Y / MAX.Y |
minimum and maximum Y coordinates |
MIN.Z / MAX.Z |
minimum and maximum Z coordinates |
EXTENT |
ratio of object volume to bounding box volume |
EULER.NUMBER |
euler characteristic (topological descriptor) |
EQUIVALENT.DIAMETER |
diameter of a sphere with equivalent volume |
SURFACE.AREA |
total surface area of the 3D object |
Calculation method
These features use 3D mesh reconstruction and voxel analysis:
Mesh generation: create 3D surface mesh from voxel boundaries
Volume calculation: sum voxels within segmented region
Surface analysis: compute surface area from mesh triangulation
Spatial statistics: calculate centroid and bounding box properties
Applications
Area.size.shape features are useful for:
Quantifying cell and organoid growth
Detecting morphological abnormalities
Comparing size distributions across conditions
Identifying fusion or fragmentation events