Abstract: Highlights•More than 170 publications on 3D reconstruction from endoscopy images are reviewed.•Public datasets and commonly utilized metrics are listed for comparison.•Various geometry-based and deep learning methods for endoscopes are analyzed.•Critical summary and discussion about the advantages and challenges of these methods.
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