The invention relates to the field of
medical imaging analysis, and discloses a bone trabecula feature construction method and
system, and the method comprises the steps: preferentially extracting a fragile region from an obtained vertebral
image sequence, and generating an initial
feature set representing the stability of a fine-grained structure; performing coherence comparison on the initial
feature set in a cross-slice dimension to obtain a composite
feature vector capable of reflecting the
vulnerability level of the structure; based on the composite
feature vector, a
connectivity change curve of the bone trabecula in a loading environment is extracted by adopting a multi-layer progressive clustering mode, and candidate bone trabecula units with potential micro-damage trends are marked; classifying the candidate bone trabecula units according to risk gradients, and reconstructing a bone trabecula
local topology network with weight levels; and according to the
local topology network, identifying high-risk nodes showing an imbalance tendency in a specific mechanical
simulation period, and generating a feature construction path finally used for micro-
fracture risk prediction. The method has the
advantage of improving the micro-
fracture risk prediction sensitivity.