The Evolution of Monocular Depth Estimation:From Spatial Regression to GenerativeFoundations and the Reliability Gaps
Monocular Depth Estimation (MDE) is one of the most rigorously studied problems in modern computer vision, yet it is fundamentally ill-posed. Recovering absolute three-dimensional geometry from a single two-dimensional projection is mathematically impossible without strong inductive priors. This paper presents a struct...