Universal Few-shot Instance Perception with Point Representations

UniFS, a universal few-shot instance perception model, unifies a wide range of instance perception tasks by reformulating them into a dynamic point representation learning framework. Additionally, UniFS introduces a novel Structure-Aware Point Learning (SAPL) objective to enhance representation learning by capturing the higher-order structural relationships among points.