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For the time-consuming problem of Adaboost face detection algorithm in the training classifier process, a detailed analysis of Adaboost algorithm is carried out, the four-point average method is proposed to speed up looking for the best weak classifier. Using this method, for each feature f, the corresponding feature value of all training samples are calculated and ordered from small to large, a average...