The paper introduces the characteristics and contents of privacy right in the background of medical Artificial Intelligence (AI), expounds on the status quo of domestic and foreign privacy protection laws and regulations, analyzes the challenges faced by privacy protection in the background of medical AI, proposes to implement the principles of privacy protection, clarify the content of privacy protection, improve the regulatory system and other countermeasures.