Land-cover classes (k)

Number of clusters k: 4

Spectral band weights

Red band weight: 1.0 Near-infrared (NIR) weight: 1.0 NDVI weight: 1.0

Map view

Clustering

Selected pixel (click map)

Pixel—

Red reflectance—

NIR reflectance—

NDVI—

Assigned class—

k-Means status

Iteration0

Converged—

Inertia (WCSS)—

Reassignments—

Each pixel carries three spectral features: simulated red and near-infrared surface reflectance, plus their derived NDVI = (NIR−Red)/(NIR+Red). k-means clusters purely on these spectral values — never on pixel position — then the image is recolored by cluster ID to reveal a land-cover map. Click any pixel to inspect its raw bands and cluster.