Method, device, system, equipment and medium for determining position of bronchoscope
A technology for bronchoscopy and determining devices, applied in bronchoscopy, surgical navigation systems, neural learning methods, etc., can solve the problem that the navigation results are difficult to meet the needs, and achieve the effect of reducing the amount of data and improving processing efficiency
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[0158] In other embodiments, the processing method of the commonly used graph convolutional network can also be applied to this to determine the corresponding relationship between edges and vertices, that is: the commonly used graph convolutional network is used as the second graph convolutional network; correspondingly, if using The commonly used graph convolutional network, then: when determining the corresponding relationship, the corresponding relationship between the edge and the vertex can be determined by classifying the vertices into the edge. For example: when training the common graph convolutional network, the virtual bronchial tree contained in the training sample The graph data of can be annotated with labels, which are used to mark the actual probability that any vertex (fork node) belongs to (ie corresponds to) each edge (lung segment); after training, this common graph convolutional network can be used to output The actual probability that any vertex of the data...
Embodiment approach
[0225] Regardless of the implementation mode, through the convolution of the first image convolutional network, the features of the image data can be extracted, which can better reflect the characteristics of the first image data and the second image data, and make the matching result more accurate.
[0226] The anti-deformation convolutional network may include:
[0227] The space transformation layer is configured to: obtain the first image data and the second image data, transform the first image data and / or the second image data, and obtain the first image data corresponding to the first image data. Image data to be convoluted, and second image data to be convolved corresponding to the second image data;
[0228] in:
[0229] If the first image data is transformed and the second image data is not transformed, then the first image data to be convoluted is the image data after the first image data transformation, and the second image data to be convoluted is the second imag...
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