Multi-Phase Relaxation Labeling for Square Jigsaw Puzzle Solving
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Abstract (arXiv)
We present a novel method for solving square jigsaw puzzles based on global optimization. The method is fully automatic, assumes no prior information, and can handle puzzles with known or unknown piece orientation. At the core of the optimization process is nonlinear relaxation labeling, a well-founded approach for deducing global solutions from local constraints, but unlike the classical scheme here we propose a multi-phase approach that guarantees convergence to feasible puzzle solutions. Next to the algorithmic novelty, we also present a new compatibility function for the quantification of the affinity between adjacent puzzle pieces. Competitive results and the advantage of the multi-phase approach are demonstrated on standard datasets.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 6 of its 34 references that are in the map. First posted on arXiv 26 Mar 2023.
Builds on
6 of 34 references.
References · 6
- 2020Deepzzle: Solving Visual Jigsaw Puzzles with Deep Learning andShortest Path Optimizationcited by 19
- 2021JigsawGAN: Auxiliary Learning for Solving Jigsaw Puzzles with Generative Adversarial Networkscited by 16
- 2017A Genetic Algorithm-Based Solver for Very Large Jigsaw Puzzlescited by 12
- 2022GANzzle: Reframing jigsaw puzzle solving as a retrieval task using a generative mental imagecited by 9
- 2018Solving Jigsaw Puzzles By the Graph Connection Laplaciancited by 7
- 2017A Generalized Genetic Algorithm-Based Solver for Very Large Jigsaw Puzzles of Complex Typescited by 6
Built on by
Citing papers per year: 2024: 1; 2025: 3; 2026: 2.
6 papers.
- 2025Pairwise Alignment & Compatibility for Arbitrarily Irregular Image Fragmentscited by 5
- 2025PuzLM: Solving Jigsaw Puzzles with Sequence-to-Sequence Language Modelscited by 3
- 2024Nash Meets Wertheimer: Using Good Continuation in Jigsaw Puzzlescited by 2
- 2026The Missing GAP: From Solving Square Jigsaw Puzzles to Handling Real World Archaeological Fragmentscited by 2
- 2025Solving Convex Partition Visual Jigsaw Puzzlescited by 1
- 2026JigSync: Gauge-Resolved Synchronization for Jigsaw Reassembly under Unknown Piece Orientationcited by 0
- 2026JigSync: Gauge-Resolved Synchronization for Jigsaw Reassembly under Unknown Piece Orientation16 Sep 2026
- 2026The Missing GAP: From Solving Square Jigsaw Puzzles to Handling Real World Archaeological Fragments12 May 2026
- 2025PuzLM: Solving Jigsaw Puzzles with Sequence-to-Sequence Language Models9 Nov 2025
- 2025Solving Convex Partition Visual Jigsaw Puzzles6 Nov 2025
- 2025Pairwise Alignment & Compatibility for Arbitrarily Irregular Image Fragments13 Jul 2025
- 2024Nash Meets Wertheimer: Using Good Continuation in Jigsaw Puzzles22 Oct 2024