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

A Sparse Resultant Based Method for Efficient Minimal Solvers

CVPR 2020 · Learning theory and algorithms › Combinatorial and search optimization · approach: Structure and complexity of constraint reasoning · 2 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use the sparse resultant solver with the added equation xᵢ − λ instead of the heuristic Gröbner solverMinimal camera-geometry solvers · Rel. pose λ+E+λ 6ptsolver template size: 53 × 105 -> 39 × 95Helped
Use the sparse resultant solver instead of the heuristic Gröbner solverMinimal camera-geometry solvers · Rel. pose E+fλ 7ptsolver template size: 24 × 43 -> 22 × 41Helped
Use the sparse resultant solver instead of the heuristic Gröbner solverMinimal camera-geometry solvers · Rel. pose F+λ 8ptsolver template size: 7 × 15 vs. 7 × 16Mixed
Use the sparse resultant solver instead of the previous solverMinimal camera-geometry solvers · Rel. pose f+E+f 6ptsolver failures: 2.36 -> 0.52Helped
Use the sparse resultant solver instead of the previous solverMinimal camera-geometry solvers · Rel. pose λ+E+λ 6ptmean log10 normalized equation residual: -6.92 -> -8.99Helped
Use the sparse resultant solver instead of the previous solverMinimal camera-geometry solvers · Rel. pose λ+E+λ 6ptsolver failures: 25.9 -> 14.66Helped
Use the sparse resultant solver instead of the previous solverMinimal camera-geometry solvers · Rel. pose E+fλ 7pt, elim λsolver failures: 7.58 -> 0.36Helped
Use the sparse resultant solver instead of the previous solverMinimal camera-geometry solvers · Abs. pose P4Pfrsolver failures: 0 -> 0No clear effect
Use the sparse resultant solver rather than a polynomial eigenvalue formulation of the hidden-variable resultantResultant-based minimal solvers · Minimal camera-geometry problemssolver efficiencyHelped
Add the special-form equation xᵢ − λ rather than use a general-form u-resultantSparse resultant solver · Minimal camera-geometry problemssolver sizeHelped
Test candidate bases for full rank before accepting themSparse resultant solver generation · Minimal camera-geometry problemssolver rankHelped

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