Road surface crack detection method based on convolutional neural network（ CNN） is proposed.Intensity normalization preprocessing on road surface image according to pre-labeled result

which can reduce the influence caused by the un-illumination background and the white pixel. The CNN is used to realize the crack detection. Use different scales and angles of road image for model training to improve the ability to detect small and scattered road crack. The experimental result shows that this method is effective.