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AFAIK, for direct matching two face images, the CHI-SQUARE distance gives the best accuracy performance. However, with specific types of image, different distance measures yield varied accuracy rates. Hence, you should carry out an thorough experiment with different distances before making the final choice. See more at Histogram compare in OpenCV.