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Research map / Learning theory and algorithms / Combinatorial and search optimization

An Efficient Algebraic Solution to the Perspective-Three-Point Problem

CVPR 2017 · Learning theory and algorithms › Combinatorial and search optimization · approach: Globally optimal geometric optimization · 146 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Replace distance-first pose recovery with direct algebraic orientation solvingP3P solver · P3P nominal simulationposition mean error: 1.84E-08 -> 1.66E-10Helped
Replace distance-first pose recovery with direct algebraic orientation solvingP3P solver · P3P nominal simulationorientation mean error: 4.89E-10 -> 5.30E-12Helped
Apply Newton root polishing to the quartic roots (ablation)Proposed method · P3P nominal simulationposition mean error: 1.66E-10 -> 5.07E-11Helped
Apply Newton root polishing to the quartic roots (ablation)Proposed method · P3P nominal simulationorientation mean error: 5.30E-12 -> 1.53E-13Helped
Omit Newton root polishing (ablation)Proposed method · P3P randomly generated problemsaverage execution time: 0.54 μs -> 0.52 μsHelped
Use the proposed direct algebraic solver instead of Kneip's methodP3P solver · P3P randomly generated problemsaverage execution time: 1.3 μs -> 0.54 μsHelped
Avoid unstable tangent/cotangent intermediates using direct algebraic orientation solvingP3P solver · P3P close to singular case 1 (collinear landmarks)position median error: 7.13E-15 -> 5.16E-15Helped
Avoid unstable tangent/cotangent intermediates using direct algebraic orientation solvingP3P solver · P3P close to singular case 2 (coincident bearings)orientation median error: 6.07E-14 -> 1.75E-14Helped

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