HiSfM: Disambiguating Structure-from-Motion via Scaffold-Anchored Hierarchical Reconstruction
2026-09-07 12:00Science🔥 42.2 heat score
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SummaryAI generated
The researchers proposed a hierarchical structure-from-motion framework called HiSfM, aimed at addressing the failure issues caused by ambiguity in traditional methods. This method first uses geometric-induced heuristic algorithms to form strong local communities, and then constructs compact and robust skeletons that connect these communities by打包 non-intersecting edge-generated trees. These skeletons serve as anchors for the nature of the scene, used to reconstruct stable frameworks. On this basis, the system absorbs remaining image information through efficient registration and triangulation steps to further refine the results. Experiments show that HiSfM performs well on benchmark tests and general datasets involving ambiguity, significantly reducing running time compared to previous methods and effectively improving the integrity of the reconstructed results.