Classification radar

Looks like the raster you use in QGIS is not geocoded yet. Did you apply any preprocessing to it before importing it into QGIS?

You can also import shapefiles (with an attribute coding for the training class) from any GIS into SNAP and have it classified there. Have a look here: Rndom forest classification steps and here Removing land by masking