The invention discloses an air-ground
image matching method, device and equipment and a storage medium, and the method comprises the steps: carrying out the sparse reconstruction of an
aerial image, obtaining a sparse
point cloud model of an
aerial image pose and a scene, generating the camera
visual angle information of a new camera according to the sparse
point cloud model, and enabling the camera
visual angle information to serve as a middle
visual angle of the scene, the visual angle difference between the space images and the ground images can be reduced, three-dimensional reconstruction is carried out through camera visual angle information, the rendered image of the middle visual angle after rendering is obtained, feature points corresponding to the rendered image are further removed after
feature point matching is carried out on the ground image, the
aerial image and the rendered image, and the
image quality is improved. At the moment, a matching relationship between the ground image and the aerial image can be obtained, and an air-ground joint
scene graph is generated according to the matching relationship to complete matching of the air-ground images. According to the embodiment of the invention, the homonymous connection points between the air-ground images can be automatically generated, and automatic air-ground joint model construction is realized.