PET imaging, as a leading-edge technology in nuclear medicine, has played a significant role in the early diagnosis of diseases such as tumors, cardiovascular system, and neurological disorders. Among these, PET/CT and PET/MR are currently among the most advanced multimodal imaging devices in clinical practice. This talk primarily introduces some of our research group's work in the field of intelligent PET imaging for medical applications.