The invention discloses a small
kidney tumor preoperative diagnosis method,
system, medium and device based on MRI, and belongs to the field of
medical imaging diagnos.The method comprises the steps that clinical
feature data and original MR I image data of a patient to be diagnosed and MRI interpretation
feature data obtained through interpretation based on the original
MRI image data under the blind method condition are obtained; performing
tumor region segmentation in the original
MRI image data to generate tumor three-dimensional volume-of-interest data; extracting a
radiomics feature set from a non-
fat suppression T2 weighted imaging sequence and a
contrast enhancement T1 weighted imaging sequence in the original
MRI image data based on the tumor three-dimensional volume-of-interest data, and performing weighted fusion calculation on each feature in the
radiomics feature set to obtain a
radiomics score; and inputting the clinical
feature data, the MR I interpretation feature data and the radiomics
score into a preset composite diagnosis model for diagnosis, and outputting a diagnosis result. By implementing the method, the accuracy of benign and malignant identification before the small
kidney tumor operation can be improved.