The invention discloses a multi-view three-dimensional
reconstruction method and device based on reliable
anchor point guidance and a medium, and the method comprises the steps: firstly extracting a high-confidence
anchor point from a multi-view image, optimizing auxiliary
visual angle selection with the
visibility of the
anchor point as a constraint, and achieving the stable
diffusion of a depth initial value through confidence propagation; in the reconstruction stage, deformation parameters of local patches are adaptively adjusted according to scale differences and
elevation angle changes between visual angles, so that
geometric consistency and detail fidelity of depth
estimation are enhanced; and finally, dynamically adjusting a
point cloud sampling strategy according to anchor
point density distribution and a
visual angle overlapping rate, and realizing dense three-dimensional reconstruction with
noise suppression and continuous structure. The method can maintain the reconstruction precision and stability under the conditions of complex visual angles and multiple types of images, is suitable for the scenes of
engineering surveying and mapping, intelligent monitoring, unmanned aerial vehicle
photogrammetry, digital twin model updating and the like, and has the characteristics of high robustness, high precision and good expandability.