Nih
Nih in Baltimore, MD is a laboratory of genetics affiliated with the National Institute on Aging, part of the National Institutes of Health. They conducted an evaluation of face datasets as tools for assessing the performance of face recognition methods, revealing that commonly used face datasets can recognize face images accurately even when no facial features are present.
Their experiments involved cutting background areas from face images to create seemingly blank images, which were then used to test the classification accuracy of face recognition methods. The results showed a wide range of classification accuracy, suggesting that the performance of face recognition methods measured using face image datasets may be biased. They also provide freely available source code for download related to this experiment.
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