This invention relates to the fields of medical
image processing and
artificial intelligence diagnosis, specifically to an intelligent screening and progression
monitoring system for early imaging of bone and joint diseases. The
system includes an
image acquisition module, an image preprocessing module, an automatic
disease identification module, a differential geometry analysis module, a curvature flow evolution module, a multi-scale
feature extraction module, a
disease progression analysis module, and a data storage module. The differential geometry analysis module constructs the bone and
joint surface as a Riemannian manifold, calculates the
Gaussian curvature and mean curvature distribution, and generates a differential geometry feature map. The curvature flow evolution module constructs a curvature flow model characterizing the morphological evolution of the bone and
joint surface over time, predicting morphological change trends. The multi-scale
feature extraction module achieves multi-scale representation through Laplace spectral
decomposition, calculates thermal kernel descriptors and wave kernel descriptors, and generates multi-scale
lesion feature vectors. This invention enables early and accurate screening of bone and joint diseases, quantitative analysis of lesions, and dynamic progression prediction.