Home /Processing/Processes

Upsampling

An algorithm that improves the spatial resolution of RGB bands in Pléiades, Pléiades Neo, or Vantor imagery.

Overview

The process upsamples the spatial resolution of the red, green, and blue (RGB) spectral bands in Pléiades, Pléiades Neo, or Vantor imagery using convolutional neural networks.

The result is a GeoTIFF file with an upsampled spatial resolution. The upsampled spatial resolution depends on the collection the input imagery is from.

CollectionInput resolutionOutput resolution
Pléiades

Pansharpened: 50 cm

Multispectral: 2 m

Pansharpened: 25 cm

Multispectral: 1 m
Pléiades Neo

Pansharpened: 30 cm

Multispectral: 1.20 m

Pansharpened: 10 cm

Multispectral: 40 cm
Vantor

Pansharpened: 30 cm

Multispectral: 1.20 m

Pansharpened: 10 cm

Multispectral: 40 cm

Upsampling can be used as a preprocessing step before change detection, vegetation detection, infrastructure detection, fire risk estimation, and land use management.

An input Pléiades Neo image of Barcelona (Spain)
An input Pléiades Neo image of Barcelona (Spain)
An upsampled output image
An upsampled output image
Download sample data

General

Specification Description
Provider Nara Space
Process type

Enhancement from 300 credits per km2

Performance

To get the best results, use pansharpened data products. Pansharpen multispectral data before upsampling.

Requirements for input imagery

Input data items must be added to storage in 2023 or later.

CollectionData product

Pléiades

Tasking: Custom, with display radiometric processing level and the following spectral band combinations:

  • 3-band: Pansharpened true color (RGB)
  • 4-band: Pansharpened (RGB and NIR)
  • 4-band: Multispectral (RGB and NIR)
  • Bundle: 1 panchromatic and 4 multispectral bands (RGB and NIR)

Catalog:

  • Analytic
  • Pansharpened Reflectance
  • Display

Processing results: Assets that underwent Pansharpening

Pléiades Neo

Tasking: Custom, with display radiometric processing level and the following spectral band combinations:

  • 3-band: Pansharpened true color (RGB)
  • 4-band: Pansharpened (RGB and NIR)
  • 4-band: Multispectral (RGB and NIR)
  • 6-band: Pansharpened (deep blue, RGB, red edge, and NIR)
  • 6-band: Multispectral (deep blue, RGB, red edge, and NIR)
  • Bundle: 1 panchromatic and 4 multispectral bands (RGB and NIR)
  • Bundle: 1 panchromatic and 6 multispectral bands (deep blue, RGB, red edge, and NIR)

Catalog:

  • Analytic
  • Pansharpened Reflectance
  • Display

Processing results:

Vantor

Catalog:

  • WorldView Legion — Ortho-Ready
  • WorldView Legion — Map-Ready
  • WorldView Legion — Map-Ready Pansharpened

Input parameters

Use the upsampling-ns name ID for the processing API.

JSON
{
  "inputs": {
    "title": "Processing imagery over Berlin",
    "item": "https://api.up42.com/v2/assets/stac/collections/21c0b14e-3434-4675-98d1-f225507ded99/items/23e4567-e89b-12d3-a456-426614174000"
  }
}
Parameter Overview
inputs.title string | required

The title of the output data item.
inputs.item string | required

The absolute API path to the input data item.

Learn more