高速な記号的3Dレジストレーション解法
Fast Symbolic 3D Registration Solution
SVDや固有値分解を使わずに記号的に3Dレジストレーションを解く高速手法を提案し、精度を保ちつつ計算速度を50〜80%改善した。
著者: Jin Wu, Ming Liu, Zebo Zhou, Rui Li
分類: cs.CV, cs.RO
原文アブストラクト
3D registration has always been performed invoking singular value decomposition (SVD) or eigenvalue decomposition (EIG) in real engineering practices. However, these numerical algorithms suffer from uncertainty of convergence in many cases. A novel fast symbolic solution is proposed in this paper by following our recent publication in this journal. The equivalence analysis shows that our previous solver can be converted to deal with the 3D registration problem. Rather, the computation procedure is studied for further simplification of computing without complex-number support. Experimental results show that the proposed solver does not loose accuracy and robustness but improves the execution speed to a large extent by almost %50 to %80, on both personal computer and embedded processor.
関連論文
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