“In the field of knowledge distillation, researchers have proposed a prototype-guided cross-task knowledge distillation (ProC-KD) method. This approach transfers the teacher network's local-level object knowledge to various task scenarios, enhancing the student network's generalization ability. It provides a solution to address the challenge of different label spaces in cross-task knowledge distillation.”