The invention relates to the technical field of surgical navigation, and discloses a neurosurgical navigation acceleration
processing method and
system. According to the method, three-dimensional reconstruction is carried out by adopting an SART
algorithm, a historical and real-time three-dimensional basic model is obtained, and a
deep learning module constructed by a U-Net
image segmentation network, a YOLO target detection network and a graph neural network is utilized to obtain an organizational structure and a
surgical instrument position in real time and carry out path planning. Meanwhile, the data preprocessing module is used for conducting denoising and
contrast enhancement processing on the real-time operation image data, and the image definition is improved. According to the method and the
system, the precision, the real-time performance and the safety of the
neurosurgery operation can be remarkably improved, and the method and the
system have important clinical application value.