: present an experimental study to quantitatively evaluate the performance of face recognition algorithms on a plastic The study shows that appearance, feature, and texture based algorithms are unable to effectively mitigate the variations caused by the plastic surgery procedures. Based on the results, we believe that more research is required in order to design an optimal face recognition algorithm that can also account for the challenges due to plastic surgery.