The invention relates to a
skin tissue layering evaluation method, device and equipment, a medium and a program product. The method comprises the following steps: acquiring an original gray-scale ultrasonic image of
skin tissue layering, and preprocessing the original gray-scale ultrasonic image to obtain a preprocessed ultrasonic image; performing elastic
image generation on the preprocessed ultrasonic image through an elastic imaging generation network to obtain an
elastic modulus diagram; performing super-resolution image reconstruction on the preprocessed ultrasonic image through a super-resolution reconstruction network to obtain a high-resolution image; performing
feature extraction on the preprocessed ultrasonic image, the
elastic modulus diagram and the high-resolution diagram to obtain a multi-
modal hierarchical feature map; performing cross-
modal attention fusion on the multi-
modal hierarchical features to obtain a fusion feature map; and according to the fusion feature map, performing layering evaluation on the
skin tissue layering to obtain a multi-
skin tissue probability map. By adopting the method, the integrated
skin tissue layering evaluation of the
whole body skin,
fascia and muscular tissues can be realized under the limitation of insufficient resolution.