Abstract: A method for assessing quality of an echocardiogram image based on fusion of image and text features is provided, which relates to the field of medical imaging technologies. The method includes performing feature extraction and classification by using a target detection model, aligning image features with quality control text features by using a visual-language feature alignment module, and performing sentence template selection, linear projection, and merging by using a large language model.