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2025 1

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$\pi^3$: Permutation-Equivariant Visual Geometry Learning

cs.CV · 2025-07-17 · conditional · novelty 7.0

π³ is a feed-forward network with full permutation equivariance that outputs affine-invariant poses and scale-invariant local point maps without reference frames, reaching state-of-the-art on camera pose, depth, and dense reconstruction benchmarks.

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  • $\pi^3$: Permutation-Equivariant Visual Geometry Learning cs.CV · 2025-07-17 · conditional · none · ref 23

    π³ is a feed-forward network with full permutation equivariance that outputs affine-invariant poses and scale-invariant local point maps without reference frames, reaching state-of-the-art on camera pose, depth, and dense reconstruction benchmarks.