Axine Labs
Free / commercial imagery

Alteration Cluster Detection

Alteration returned as clusters rather than loose pixels, so you get polygons a field team can work from.

Vectorised clustering that pulls out the core hydrothermal hubs and the nodes worth working outward from.

Alteration Cluster Detection
In view

Vectorised alteration clusters: advanced argillic hubs and the structural offsets that break them.

WHAT THE SENSOR SEES

What this layer looks for.

The laboratory reference for each material, and what the sensor's band spacing captures of it. The shaded band marks the range the method reads.

0.202.000 µm2.090 µm2.180 µm2.269 µm2.359 µm2.449 µmWavelength (µm)Reflectance
Laboratory reference
Sensor sampling
Working range
Band depth0.52
Feature width64 nm
Band spacing7.4 nm

WHAT IT FINDS

What it detects.

MaterialTypical settingWhat can confuse it
Hydrothermal Alteration HubsBreccia pipes, structural intersections, and intrusive contactsAnthropogenic ground disturbance

METHOD

How it works.

Calibrated reflectance goes in, and every pixel is fitted against a public reference library.

01Step 1

Reflectance ingest and grid handling

Bands are reprojected onto a common grid rather than resampled, a rule a static test enforces on every build.

02Step 2

Density-based clustering (DBSCAN)

Finds dense spatial aggregates of pixels whose diagnostic band depths clear the gate, and leaves isolated pixels unclustered.

03Step 3

Polygon boundary generation

Turns classified clusters into vector boundaries carrying interior zonation statistics.

04Step 4

Per-cluster attribution

Each polygon carries its area, its centroid, the dominant absorption behind it, and the fraction of its pixels that were evaluable at all.

SPECIFICATIONS

What you get, and what it runs on.

Values deliveredSurface reflectance, floating point
OutputVector alteration polygons
TurnaroundArchive clustering runs on scenes already held; a procured capture waits on the acquisition window
Formats
GeoJSON FeatureCollectionCloud-Optimized GeoTIFF (COG)Provenance record (engine, model version, scene ids)

Conditions it needs

Sun angle limit:55°
Cloud cover limit:5%
Vegetation cover limit:35%

Method and checks are documented in Axine Applied Spectroscopy Paper #1 · Section 6.3.

Read the paper

Scope

Needs exposed rock or residual soil. Under canopy the polygons come back with a low evaluable fraction, which is reported on the layer.