When you remove the husk from unhulled rice, you get brown rice.
Rice as it comes off the plant, still wrapped in its hard outer husk. After drying, the husk is removed to make 玄米 (brown rice), which is then polished into 白米 (white rice).
Related words
籾殻: rice husk — the outer covering removed from the grain