How to Check the efficiency of an Algorithm

Hi,

    I am testing PCA and FisherLDA  for face recognition. How to check what is the Percentage Accuracy of Recognition Faces.

Do i need to test my program again and again manually and find the accuracy?

Thanks in Advance