In this paper, a novel neural network, DenoisedAutoEncoder (DAE) is introduced first. This neural network is applied for extracting the features. In this paper, we proved that stacked DAE can extract good features for classification task. We apply the stacked DAE to extract features of leave pictures, and then we classify leaves using those features with SVM, the result suggests that this method surpass pure SVM.