The present invention provides a blank liposome with ginsenoside Rg3 or its anaglog as the membrane material, preparations and uses thereof. The disclosed blank liposome has a membrane comprising a lipid and a ginsenoside analog of Formula (I), presenting remarkable advantages in film formation, encapsulation efficiency, targeted drug delivery, blood circulation time, stability, safety and homogeneity. It can also be used to load active substances of drugs and cosmetics, biological agents, polynucleotides or oligonucleotides, and the preparation process is convenient.