Sheng Jin*

UniFS: Universal Few-shot Instance Perception with Point Representations

"Instance perception tasks (object detection, instance segmentation, pose estimation, counting) play a key role in industrial applications of visual models. As supervised learning methods suffer from high labeling cost, few-shot learning methods which effectively learn from a limited number of label…