Quantum metrology is one of the most promising applications of quantum science and technology, yet noise often constrains its precision and sensitivity. We propose enhanced virtual purification methods to address the significant noise accumulation and additional noise from the implementations, which demonstrate quantum advantage under specific scenarios.