diff --git a/docs/specification.md b/docs/specification.md index eed00ac3..a3003060 100644 --- a/docs/specification.md +++ b/docs/specification.md @@ -112,6 +112,26 @@ We store each chip as geotiff, along with their coordinate & timestamp informati ![bands](https://github.com/Clay-foundation/model/assets/23487320/85fbc8d2-28f6-4021-855b-c1eb84dd09e3) +### Normalization parameters + +To normalize the data before passing it to the model, we computed the following normalization parameters from a random sample of the training data. The normalization parameters are used in the [Data Module](https://github.com/Clay-foundation/model/blob/v0.0.1/src/datamodule.py#L108), for partial +inputs it will be necessary to subset these as shown in the partial input tutorial. + +| Band | Mean | Standard deviation | +|----------------|---------|--------------------| +| Sentinel-2 B02 | 1369.03 | 2026.96 | +| Sentinel-2 B03 | 1597.68 | 2011.88 | +| Sentinel-2 B04 | 1741.10 | 2146.35 | +| Sentinel-2 B05 | 2053.58 | 2138.96 | +| Sentinel-2 B06 | 2569.82 | 2003.27 | +| Sentinel-2 B07 | 2763.01 | 1962.45 | +| Sentinel-2 B08 | 2858.43 | 2016.38 | +| Sentinel-2 B8A | 2893.86 | 1917.12 | +| Sentinel-2 B11 | 2303.00 | 1679.88 | +| Sentinel-2 B12 | 1807.79 | 1568.06 | +| Sentinel-1 VV | 0.026 | 0.118 | +| Sentinel-1 VH | 0.118 | 0.873 | +| Copernicus DEM | 499.46 | 880.35 | ## Training Card