For the time-domain astronomical observations, optical telescopes with small and medium size of aperture can get huge amount of data through automatic sky surveying. A certain proportion of automatically acquired data are interfered by clouds, which makes it very difficult for automatically extracting dim objects and photometry. Therefore, it is necessary to identify and extract clouds from these images as the index figures for reference during post-processing. In this paper, an astronomical image selection...