How to Check the efficiency of an Algorithm

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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

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