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Face Detection Using Spectral Histograms and SVMs
IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)
We present a face detection method using spectral histograms and support vector machines. Each image window is represented by its spectral histogram, a feature vector consisting of histograms of filtered images. Using statistical sampling, we show systematically the representation groups face images together; in comparison, commonly used representations often do not exhibit this necessary and desirable property. By using a support vector machine trained on a set of 4500 face and 8000 non-facedoi:10.1109/tsmcb.2005.846655 pmid:15971915 fatcat:2dpylnjb5be2poat3nop5tkoly