According to the method of the embodiment of the invention, a centrum
bone cement leakage early warning method and
system based on
magnetic resonance imaging are provided, and the method comprises the following steps: firstly, obtaining
MRI image data of a centrum, and preprocessing the
MRI image data to obtain standard image data; then, carrying out segmentation
processing on the standard image data through Attention U-Net so as to extract centrum bone and
soft tissue parts, and generating a three-dimensional geometric model; then, on the basis of
bone cement injection parameters and the three-dimensional geometric model, a fluid-structure
coupling finite
element model is constructed for
simulation calculation; and finally, inputting a
simulation result into the multi-
branch fusion
network model for
processing, and outputting a
vertebral bone cement leakage result. According to the technical scheme, based on the multi-
branch fusion deep network, the multi-moment
finite element simulation and the medical image, more comprehensive, accurate and extensible prediction analysis of
bone cement leakage is achieved, and the method has remarkable beneficial effects in clinical
operation planning and
risk prevention.