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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zongqian Zhan

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Open access Jul 2026

Learning-based Monocular Depth Estimation for Photogrammetric 3D Reconstruction

This paper employs sparse point clouds of Structure-from-Motion (SfM) as extra geometric constraints and proposes a framework that achieves photogrammetric 3D reconstruction using off-the-shelf learning-based MDE models without the need for additional fine-tuning.

Chunyu Dou, Yifei Yu, Xin Wang et al. · 0 citations
Review Open access Aug 2026

Recent Advances in Image-Based 3D Reconstruction: a Photogrammetric Perspective on Conventional and Learning-Based Techniques

This work aims to guide future research toward robust, accurate, and certifiable 3D reconstruction systems suitable for engineering, industrial, and geospatial applications, by bridging the gap between classical photogrammetry and data-driven 3D vision.

Xin Wang, Tengfei Wang, M. Hillemann et al. · 0 citations

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