The paper introduces the classification and characteristics of federated learning technology, expounds the typical application scenarios of federated learning technology in the field of medical informatization, including electrocardiograph (ECG) abnormal detection, rare disease research, elderly exercise health detection, medical imaging research, etc., and analyzes the challenges and future development trends in this field.