Research questionHow can video-based palm-vein authentication remain reliable despite surface, illumination, motion, and temperature variation?Palm-vein verification can degrade sharply when sweat, dirt, changing illumination, motion, or temperature obscure or alter vascular patterns. Limited data from these conditions makes robustness and subgroup effects difficult to assess.