The invention discloses a urinary tract epithelial
cell joint classification method, device and equipment and a storage medium, and the method comprises the steps: obtaining a liquid-based slice image and a
fluorescence in-situ hybridization slice image of urinary tract epithelial cells, dividing the liquid-based slice image into a plurality of first sub-images, and dividing the
fluorescence in-situ hybridization slice image into a plurality of second sub-images; obtaining a first depth feature of each first sub-image, determining a first
classification result corresponding to the first sub-
image based on the first depth feature of each first sub-image, and determining a first statistical result of the liquid-based slice image according to each first
classification result; acquiring a second depth feature of each second sub-image, determining a second
classification result corresponding to the second sub-
image based on the second depth feature of each second sub-image, and determining a second statistical result of the
fluorescence in situ hybridization slice image according to each second classification result; and determining a classification result of the urinary tract epithelial cells according to the first depth feature, the first statistical result, the second depth feature and the second statistical result.