Supervised classification in SNAP

… fails in my case and results in a blank or 1-class image. I tried all combinations: training polygons digitized on-screen or imported from .shp, Sentinel 2 or Landsat 7 and 8 images, different classifiers, different band combinations (resampled to uniform pixel size). Unsupervised classification runs perfectly on the same datasets. Any suggestions will be highly appreciated.