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Muhammad Ryan Hasan

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Review Open access Jul 2026

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...

Hasan Mahmud Shanto, Mohammad Tofiqul Islam, Muhammad Ryan Hasan et al. · 0 citations

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