The invention discloses a 5G
signal tower three-dimensional rendering and high-altitude panoramic
image synthesis method based on GSII, and the method comprises the steps: firstly carrying out the frame extraction
processing of data shot when an unmanned plane flies around a
signal tower, and obtaining an original image set; obtaining a
signal tower sparse
point cloud and a camera
pose through a motion structure
recovery SfM
algorithm, and carrying out 3DGS initialization operation; the method is characterized in that in the process of iterative optimization of a three-dimensional
Gaussian point cloud, a GSII network is constructed,
structural similarity comparison is carried out on an original image of the same
visual angle and a deblurred rendering image, a
loss function is sensed by using a high
receptive field and back propagation is carried out, meanwhile, parameter updating is carried out on a 3D
Gaussian ball attribute and FFC residual error repair network, and the quality of a new
visual angle rendering image is improved; and finally, designing a central pixel
time sequence splicing module, and converting any number of single-view-angle rendering images into a panoramic image. According to the method, the phenomena of artifacts and blurring which are easy to occur under a high-altitude
view angle are solved, and the signal tower high-altitude
panorama is finally obtained by synthesizing a plurality of rendering images of a
single view angle.