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README.md

@@ -38,7 +38,21 @@ widget:
 <a href="https://sentinel.esa.int/web/sentinel/missions/sentinel-1"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/sentinel_2.jpg" style="font-size: 1rem; height: 10em; width: auto; margin-right: 1em" alt="Sentinel-2 Satellite"/> | <a href="https://sentinel.esa.int/web/sentinel/missions/sentinel-2"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/sentinel_1.jpg" style="font-size: 1rem; height: 10em; width: auto; margin-right: 1em" alt="Sentinel-1 Satellite"/>
 -->
 
-This model was trained on the BigEarthNet v2.0 (also known as reBEN) dataset using the Sentinel-1 bands. 
+
+> **_NOTE:_**  This version of the model has been trained with a different band order that is not compatible with the newer versions and does not match the order proposed in the technical documentation of Sentinel-2.
+> 
+> The following bands (in the specified order) were used to train the models with version 0.1.1:
+> - For models using Sentinel-1 only: Sentinel-1 bands `["VH", "VV"]`  
+> - For models using Sentinel-2 only: Sentinel-2 10m bands and 20m bands `["B02", "B03", "B04", "B08", "B05", "B06", "B07", "B11", "B12", "B8A"]`  
+> - For models using Sentinel-1 and Sentinel-2: Sentinel-2 10m bands and 20m bands and Sentinel-1 bands = `["B02", "B03", "B04", "B08", "B05", "B06", "B07", "B11", "B12", "B8A", "VH", "VV"]`
+>
+> Newer models are compatible with the order in the technical documentation of Sentinel-2 and were trained with the following band order:
+> - For models using Sentinel-1 only: Sentinel-1 bands `["VV", "VH"]`
+> - For models using Sentinel-2 only: Sentinel-2 10m bands and 20m bands `["B02", "B03", "B04", "B05", "B06", "B07", "B08", "B8A", "B11", "B12"]`
+> - For models using Sentinel-1 and Sentinel-2: Sentinel-1 bands and Sentinel-2 10m bands and 20m bands `["VV", "VH", "B02", "B03", "B04", "B05", "B06", "B07", "B08", "B8A", "B11", "B12"]`
+
+This model was trained on the BigEarthNet v2.0 (also known as reBEN) dataset using
+ the Sentinel-1 bands. 
 It was trained using the following parameters:
 - Number of epochs: up to 100 (with early stopping after 5 epochs of no improvement based on validation average 
 precision macro)