Abstract Few‐shot segmentation (FSS) enables rapid adaptation to the task of unseen‐classes object based on a few labelled support samples. Currently, focal point research in FSS field is align features between and query images, aiming improve performance. However, most existing methods implement such support/query alignment by solely leveraging middle‐level feature for generalization, ignoring...