Papers › Solving Jigsaw Puzzles By the Graph Connection Laplacian

Solving Jigsaw Puzzles By the Graph Connection Laplacian

7 Nov 2018arXiv:1811.03188archive 2025-07-28

Vahan Huroyan, Gilad Lerman, Hau-Tieng Wu

We propose a novel mathematical framework to address the problem of automatically solving large jigsaw puzzles. This problem assumes a large image, which is cut into equal square pieces that are arbitrarily rotated and shuffled, and asks to recover the original image given the transformed pieces. The main contribution of this work is a method for recovering the rotations of the pieces when both shuffles and rotations are unknown. A major challenge of this procedure is estimating the graph connection Laplacian without the knowledge of shuffles. A careful combination of our proposed method for estimating rotations with any existing method for estimating shuffles results in a practical solution for the jigsaw puzzle problem. Our theory guarantees, in a clean setting, that our basic idea of recovering rotations is robust to some corruption of the connection graph. Numerical experiments demonstrate the competitive accuracy of this solution, its robustness to corruption and, its computational advantage for large puzzles.

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Syntology Ran 5 of 21 code samples harvested from 2 repositories linked to this paper; 16 have no recorded run. Of those that ran: 1 ran · honoured contract; 2 ran · our draft was wrong; 2 ran · fixture could not drive it.

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vahanhuroyan/PuzzleDemoGCL officialmentioned in paper report
ctralie/DynamicsSynchronization mentioned on GitHubApache-2.0 report
ctralie/SquarePuzzles mentioned on GitHub report

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21 samples harvested; 5 ran; 1 honoured the contract we drafted; 16 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.

1ran · honoured contract
2ran · our draft was wrong
2ran · fixture could not drive it
16unverified

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getGreedyPerm ctralie/SquarePuzzles/ConnectionLaplacian.py community (archive-listed) ran · honoured contract fingerprinted Apache-2.0 (permissive) · ca057aa1836bad72 · report
getLocalPCA ctralie/SquarePuzzles/ConnectionLaplacian.py community (archive-listed) ran · fixture could not drive it Apache-2.0 (permissive) · ca48c20f116c666b · report
getPatchesColor ctralie/SquarePuzzles/SquarePuzzles.py community (archive-listed) ran · our draft was wrong fingerprinted Apache-2.0 (permissive) · 3f44135a8afc470a · report
getdists_sqr ctralie/SquarePuzzles/ConnectionLaplacian.py community (archive-listed) ran · fixture could not drive it fingerprinted Apache-2.0 (permissive) · ac1673398d5e7294 · report
rotateByZMod4 ctralie/SquarePuzzles/SquarePuzzles.py community (archive-listed) ran · our draft was wrong fingerprinted Apache-2.0 (permissive) · 9131a986a1c16331 · report
getCSM ctralie/DynamicsSynchronization/ICP.py community (archive-listed) unverified Apache-2.0 (permissive) · 9bceb2931eb03a9d · report
getCentroid ctralie/DynamicsSynchronization/ICP.py community (archive-listed) unverified Apache-2.0 (permissive) · a933a1e53a9da5fb · report
getConnectionLaplacian ctralie/DynamicsSynchronization/ConnectionLaplacian.py community (archive-listed) unverified Apache-2.0 (permissive) · d8c2aa4c496259f6 · report
getConnectionLaplacianPC ctralie/DynamicsSynchronization/ConnectionLaplacian.py community (archive-listed) unverified Apache-2.0 (permissive) · 8758057bd0fc549e · report
getCorrespondences ctralie/DynamicsSynchronization/ICP.py community (archive-listed) unverified Apache-2.0 (permissive) · fe52e95a4381d40f · report
getDiffusionMap ctralie/DynamicsSynchronization/DiffusionMaps.py community (archive-listed) unverified Apache-2.0 (permissive) · 283d613373c6c848 · report
getDiffusionMapSparse ctralie/DynamicsSynchronization/DiffusionMaps.py community (archive-listed) unverified Apache-2.0 (permissive) · 021837828fab1cc0 · report
getGreedyPerm ctralie/DynamicsSynchronization/LocalPCA.py community (archive-listed) unverified Apache-2.0 (permissive) · 75926dde9d8d7a42 · report
getLocalPCA ctralie/DynamicsSynchronization/LocalPCA.py community (archive-listed) unverified Apache-2.0 (permissive) · b68825eb4cb50536 · report
getMahalanobisAllThresh ctralie/DynamicsSynchronization/Mahalanobis.py community (archive-listed) unverified Apache-2.0 (permissive) · 937022d64d496f32 · report
getMahalanobisDists ctralie/DynamicsSynchronization/Mahalanobis.py community (archive-listed) unverified Apache-2.0 (permissive) · f0965afd918dd4cc · report
getSSM ctralie/DynamicsSynchronization/DiffusionMaps.py community (archive-listed) unverified Apache-2.0 (permissive) · 9bbbf26613cb0712 · report
getTorusKnot ctralie/DynamicsSynchronization/ConnectionLaplacian.py community (archive-listed) unverified Apache-2.0 (permissive) · 150b99bfb4173139 · report
getTorusPersistenceScores ctralie/DynamicsSynchronization/Mahalanobis.py community (archive-listed) unverified Apache-2.0 (permissive) · 0f1ed624064e5d28 · report
getdists_sqr ctralie/DynamicsSynchronization/LocalPCA.py community (archive-listed) unverified Apache-2.0 (permissive) · 8a37fa9deee4cc12 · report
readImage ctralie/SquarePuzzles/SquarePuzzles.py community (archive-listed) unverified Apache-2.0 (permissive) · debcd9f4f89c1742 · report

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Methods

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