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Solving Minimal Problems Without Matrix Inversion Using FFT-Based Interpolation

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Estimating camera geometry typically involves solving minimal problems formulated as systems of multivariate polynomial equations, which often pose computational challenges when using existing Gr\"obner-basis or resultant-based methods due to matrix inversion needed in the online solver. Here we propose a sampling-based, matrix inversion-free method that constructs the solvers using sparse hidden-variable resultants. The determinant polynomial in the hidden variable is efficiently reconstructed via inverse fast Fourier transform interpolation from sampled evaluations, avoiding symbolic expansion. Solving this polynomial yields the hidden variable, and the remaining unknowns are recovered by identifying rank-1 deficient submatrices and applying Cramer's rule. A greatest common divisor-based criterion ensures robust submatrix identification under noise. Experiments on diverse minimal problems demonstrate that the proposed solver achieves strong numerical stability and competitive runtime, particularly for small-scale problems, providing a practical alternative to traditional Gr\"obner-basis and resultant-based solvers.

Haidong Wu, Snehal Bhayani, Janne Heikkil\"a• 2026

Related benchmarks

TaskDatasetResultRank
Perspective-n-Point (PnP)Optimal PnP 5K random instances
Mean Log10 Residual Error-11.16
6
Absolute Pose EstimationAbs. pose refractive P5P 5K random instances
Mean Log10 Residual-11.24
3
Absolute Pose EstimationAbs. pose quivers 5K random instances
Mean Log10 Residual Error-9.68
3
Image StitchingStitching fλ+R+fλ 3pt (18 sols)
Time (ms)0.213
3
Image StitchingStitching fλ+R+fλ 3pt (5K random instances)
Mean Log10 Residual Error-12.92
3
Relative Pose EstimationRel. pose F+λ 8pt 8 sols
Time (ms)0.086
3
Relative Pose EstimationRel. pose E+f 6pt 9 sols
Time (ms)0.154
3
Relative Pose EstimationRel. pose f+E+f 6pt 15 sols
Time (ms)0.287
3
Relative Pose EstimationRel. pose E+fλ 7pt elim. λ 19 sols
Time (ms)0.417
3
Relative Pose EstimationRel. pose E+fλ 7pt 19 sols
Time (ms)1.254
3
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