Automatic identification of structure fingerprints from a group of diverse protein structures is challenging, especially for proteins whose divergent amino acid sequences may fall into the twilight- or midnight- zones where pair-wise sequence identities to known sequences fall below 25% and sequence-based functional annotations often fail.