The invention discloses a 3DGS-based integrated
visual angle synthesis and sparse
visual angle CT reconstruction method, which comprises the following steps: establishing an internal and external parameter matrix through X-
ray scanning parameters, constructing an initial
voxel space and an initialized 3DGS
radiation field by combining sparse
visual angle projection data and based on an ACUI strategy, modeling anisotropic
radiation intensity by utilizing a
radiation intensity response function, and reconstructing a 3D visual angle CT model. And generating a virtual projection by adopting volume consistency rendering. And the optimized
radiation field is converted into a
voxel grid, density contribution is applied to carry out
voxel space reconstruction, a reconstructed voxel space is obtained, and a new 3DGS
radiation field is generated. And re-rendering the virtual visual angle projection based on the new 3DGS
radiation field, performing iterative optimization by using a
loss function, and outputting a new visual angle synthetic image and a
CT reconstruction body until a preset number of iterations is reached. And an efficient process of one-time training and dual output is realized. The efficiency and precision of X-
ray imaging are improved, the
radiation dose of a patient is reduced, and meanwhile, a higher-quality imaging solution is provided for
medical diagnosis.