[ 1.0 ]

Learning

Learn to read
the pixel.

Marble’s learning area: how to read very high-resolution multispectral imagery, from the first coarse pass to the detail that decides.

[ Protected ] Access on request

[ 2.0 ]

Lesson preview

The same pixels, read two ways

One scene, two readings: a lake with an algal bloom in true colour, and Marble’s water-quality analysis under the lens.

A lake with an algal bloom seen from orbit, in true colour. Contains modified Copernicus Sentinel-2 data.
The same lake in Marble's water-quality analysis, coloured from blue for low to red for high values. Land is not analysed.

Water quality assessment by Marble Imaging, satellite image © 2026 Copernicus, Analytics © 2026 Marble Imaging, image contains modified Sentinel-2-data

Water quality assessment by Marble Imaging, satellite image © 2026 Copernicus, Analytics © 2026 Marble Imaging, image contains modified Sentinel-2-data

[ 3.0 ]

Contents

What’s inside

Six topics, from the first look at a satellite image to working with the data in your own pipelines.

Satellite image of a military airfield in true colour: runway, taxiways and aircraft shelters.
Satellite image © 2026 Vantor
Satellite image of a military airfield in true colour: runway, taxiways and aircraft shelters.
Satellite image © 2026 Vantor

[ 3.1 ]

Reading satellite imagery

How to read an optical image from orbit: what is in the frame, at what scale, and how it was taken.

OPTICAL · VHR

Chart of the spectral bands of Marble's satellites on a wavelength axis from 400 to 1700 nm: eight bands across the visible, red edge and near infrared, three in the short-wave infrared.
Graphic: Marble Imaging, spectral bands as on Technology

[ 3.2 ]

Spectral bands

Visual, near infrared and short-wave infrared, and what each shows of vegetation, water, fire and change.

VIS · NIR · SWIR

The airfield image from topic 3.1, split in two: the left half held at coarse blocks, the right half at full resolution, where aircraft, buildings and taxiways become visible.
Satellite image © 2026 Vantor

[ 3.3 ]

Resolution

Ground resolution per pixel, and what 0.5 to 1 metre makes visible and countable.

GSD · 0.5–1 M PER PIXEL

Marble graphic: a satellite on its orbit around the Earth.
Graphic: Marble Imaging

[ 3.4 ]

Revisit and orbits

How a constellation turns single passes into daily coverage, and what revisit means for monitoring.

ORBIT · REVISIT

A military airfield after Marble's ADaM-Tool analysis: each detected aircraft is marked with a green box.
Marble's ADaM-Tool detecting and classifying military aircraft, satellite image © 2026 Vantor, analytics © 2026 Marble Imaging

[ 3.5 ]

Analytics

From pixels to answers: detection, classification, change detection and time series.

DETECTION · CHANGE

Hands holding a tablet at dusk. The screen shows Marble's geospatial data portal Kaleidoscope: date range, the Sentinel-2 Level-2A collection, scene results and available analytics with checkout.
Kaleidoscope, Marble's geospatial data portal

[ 3.6 ]

Working with the data

Searching, ordering and analysing imagery in Kaleidoscope, in the browser or through the API.

KALEIDOSCOPE · API

[ 4.0 ]

Access

Who the learning area is for

The learning area is protected. Marble grants access on request.

01

01

Customers

Teams that task satellites, purchase data and run analytics through Kaleidoscope.

02

02

Partners

Marble’s worldwide data reseller network, bringing the imagery and analytics to their own customers.

03

03

Public sector

European governments that use very high-resolution data for rapid decision and policy making.

Send a short note on who you are and which team the access is for.

[ 7.0 ]

CONTACT

Let’s build a future together.

Marble Imaging

European Earth intelligence, built in Bremen.

European Earth intelligence, built in Bremen.

CONTACT

Marble Imaging GmbH
Konsul-Smidt-Straße 8H
28217 Bremen, Germany

Funded and supported by
BREMEN 10:31:51 CET

53.0793° N 8.8017° E

53.0793° N 8.8017° E

© 2026 MARBLE IMAGING GMBH · AMTSGERICHT BREMEN HRB 41893 HB