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Image Augmentor
Description
Coming back soon: currently not available. Performs histogram normalization and denoising (optional) on one (or more) images in preparation for further processing such as change detection.
Technical information
The Augmentor first applies a color quantization algorithm that reduces the number of distinct pixel colors in the image to 64. Histogram equalization is then applied, increasing contrast in the image, followed by a final adaptive denoising and color denoising algorithm that can be set depending on the amount of noise in the image.
The Augmentor is applicable to a variety of instances due to its ability to take custom denoising and color denoising factors depending on the noise of the image. The default denoising factor is 0 and the default color denoising factor is 10, with a recommended denoising value of around 50 for images with high noise like oil spills, and a recommended denoising value of 0 for images with high amounts of detail like cities.
Use cases include Vegetation Management, Urban Planning & Construction, Fire Risk Estimation, Land Use and Management, Forestry, Powerline inspection, Trainline inspection
Supported Workflows:
Data platform:
- Catalog -> Pléiades Display or SPOT 6/7 Display -> Order and get the asset from storage of UP42
- In Projects workflows, Processing from Storage -> DIMAP GeoTIFF conversion -> Image Augmentor
Data blocks:
- Sentinel-2 L2A Visual (GeoTIFF) -> Image Augmentor
Parameters
“denoising_factor” – default 0
description “Parameter regulating filter strength for luminance component. Bigger h value perfectly removes noise but also removes image details, smaller h value preserves details but also preserves some noise”
“colour_denoising_factor” – default 10 if denoising_factor different from 0, and 0 otherwise.
The same as h but for color components. For most images value equals 10 will be enought to remove colored noise and do not distort colors
Note: For block versions 2.0.5-public and higher, the output is in the CRS "EPSG:3857".
Example Input for Data blocks
{
"oneatlas-pleiades-aoiclipped:1":{
"ids":null,
"bbox":[
-1.039205,
46.732618,
-1.026172,
46.743978
],
"time":"2018-01-01T00:00:00+00:00/2020-12-31T23:59:59+00:00",
"limit":2,
"zoom_level":18,
"time_series":null,
"max_cloud_cover":50,
"panchromatic_band":false
},
"tiling:1":{
"nodata":null,
"tile_width":512,
"tile_height":512,
"match_extents":false,
"output_prefix":"",
"augmentation_factor":1,
"discard_empty_tiles":true
},
"augmentor:1":{
}
}