The development of information technology has made it possible to replace traditional keys and passwords with biometric recognition. Among the various human recognition technologies. contactless palm-vein authentication is becoming increasingly popular because it is hygienic and safe. In the field of deep learning (DL). https://jeepworldes.shop/product-category/flashlight-holder/