Meta-seg: A survey of meta-learning for image segmentation

•A comprehensive review on image segmentation with meta-learning.•Reviewing existing the-state-of-art meta-learning methods.•A comprehensive benchmark study of Covid-19 image segmentation based on meta-learning.•Summarizing cutting-edge research and highlighting future directions of meta-learning in image segmentation.