Super-resolution Sentinel-2

Description

A processing block that creates a 10 m resolution for all the existing spectral bands within 20 m and 60 m resolutions by using a trained Convolutional Neural Network.

See this block on the marketplace.

Compatibility

Data blocks

How it works

This block works on a minimum image size of 192×192 pixels. This is equivalent to a minimum area of 4 km².

Parameter	Overview
`bbox`	array of integers / required if Required if `intersects` or `contains` aren't specified. A bounding box to use as an AOI. Will clip to scenes that intersect with this box.
`contains`	object / required if Required if `bbox` or `intersects` aren't specified. A GeoJSON geometry to use as an AOI. Will clip to scenes that fully cover this geometry.
`intersects`	object / required if Required if `bbox` or `contains` aren't specified. A GeoJSON geometry to use as an AOI. Will clip to scenes that intersect with this geometry.
`clip_to_aoi`	boolean / required Whether the specified AOI should be clipped before processing: `true` — The AOI should be clipped first. `false` — The full scene should be processed. The default value is `false`.
`copy_original_bands`	boolean / required If `true`, the original 1 m resolution band will also be included in the output image.

In the output file, all the spectral bands for 20 m and 60 m will be in 10 m spatial resolution.

Example

An example with Sentinel-2 L2A (SAFE) as a data source:

{
  "aws-s2-l2a:1": {
    "ids": null,
    "bbox": [13.338221, 52.503106, 13.369208, 52.522625],
    "time": "2018-12-01T00:00:00+00:00/2021-12-31T23:59:59+00:00",
    "limit": 1,
    "time_series": null,
    "max_cloud_cover": 100
  },
  "s2-superresolution:1": {
    "intersects": {
      "type": "Polygon",
      "coordinates": [
        [
          [55.341868, 25.240834],
          [55.350924, 25.240542],
          [55.350666, 25.233244],
          [55.342362, 25.233322],
          [55.341868, 25.240834]
        ]
      ]
    },
    "clip_to_aoi": true,
    "copy_original_bands": false
  }
}

Capabilities

Input

raster

up42_standard
`bands`	[ "coastal", "blue", "green", "red", "rededge", "rededge2", "rededge3", "nir", "nir2", "watervapour", "swir", "swir2", "swir3" ]
`dtype`	`uint16`
`format`	`SAFE`
`sensor`	`Sentinel2`
`resolution`	`10`
`processing_level`	{ "or": [ "l1", "l2" ] }

Output

raster

up42_standard
`bands`	`> (propagated)`
`dtype`	`> (propagated)`
`format`	`GTiff`
`sensor`	`> (propagated)`
`resolution`	`> (propagated)`
`processing_level`	`> (propagated)`

To know more please check the block capabilities specifications.