Image co-segmentation is important for its advantage of alleviating the ill-pose nature image segmentation through exploring correlation between related images. Many automatic algorithms have been developed in last decade, which are investigated comprehensively this paper. We firstly analyze visual/semantic cues guiding co-segmentation, including object and cues. Then, we describe traditional m...