Solving Archaeological Puzzles
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Abstract (arXiv)
Puzzle solving is a difficult problem in its own right, even when the pieces are all square and build up a natural image. But what if these ideal conditions do not hold? One such application domain is archaeology, where restoring an artifact from its fragments is highly important. From the point of view of computer vision, archaeological puzzle solving is very challenging, due to three additional difficulties: the fragments are of general shape; they are abraded, especially at the boundaries (where the strongest cues for matching should exist); and the domain of valid transformations between the pieces is continuous. The key contribution of this paper is a fully-automatic and general algorithm that addresses puzzle solving in this intriguing domain. We show that our state-of-the-art approach manages to correctly reassemble dozens of broken artifacts and frescoes.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 26 Dec 2018.
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Citing papers per year: 2022: 3; 2023: 0; 2024: 3; 2025: 6; 2026: 3.
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- 2024Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solvingcited by 19
- 2024A Survey on Computational Solutions for Reconstructing Complete Objects by Reassembling Their Fractured Partscited by 9
- 2025Pairwise Alignment & Compatibility for Arbitrarily Irregular Image Fragmentscited by 6
- 2025ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gapscited by 5
- 2025VLHSA: Vision-Language Hierarchical Semantic Alignment for Jigsaw Puzzle Solving with Eroded Gapscited by 4
- 2025PuzLM: Solving Jigsaw Puzzles with Sequence-to-Sequence Language Modelscited by 4
- 2022Learning to Assemble Geometric Shapescited by 3
- 2026The Missing GAP: From Solving Square Jigsaw Puzzles to Handling Real World Archaeological Fragmentscited by 3
- 2022Relaxation Labeling Meets GANs: Solving Jigsaw Puzzles with Missing Borderscited by 2
- 2024Nash Meets Wertheimer: Using Good Continuation in Jigsaw Puzzlescited by 2
- 2025ReassembleNet: Learnable Keypoints and Diffusion for 2D Fresco Reconstructioncited by 2
- 2025Solving Convex Partition Visual Jigsaw Puzzlescited by 1
- 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
- 2026Solving Jigsaw Puzzles in the Wild: Human-Guided Reconstruction of Cultural Heritage Fragments6 Mar 2026
- 2025PuzLM: Solving Jigsaw Puzzles with Sequence-to-Sequence Language Models9 Nov 2025
- 2025Solving Convex Partition Visual Jigsaw Puzzles6 Nov 2025
- 2025VLHSA: Vision-Language Hierarchical Semantic Alignment for Jigsaw Puzzle Solving with Eroded Gaps17 Sep 2025
- 2025Pairwise Alignment & Compatibility for Arbitrarily Irregular Image Fragments13 Jul 2025
- 2025ReassembleNet: Learnable Keypoints and Diffusion for 2D Fresco Reconstruction27 May 2025
- 2025ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gaps13 Apr 2025
- 2024Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solving31 Oct 2024
- 2024Nash Meets Wertheimer: Using Good Continuation in Jigsaw Puzzles22 Oct 2024
- 2024A Survey on Computational Solutions for Reconstructing Complete Objects by Reassembling Their Fractured Parts18 Oct 2024
3 more
- 2022ArcAid: Analysis of Archaeological Artifacts using Drawings17 Nov 2022
- 2022Learning to Assemble Geometric Shapes24 May 2022
- 2022Relaxation Labeling Meets GANs: Solving Jigsaw Puzzles with Missing Borders28 Mar 2022
- 2024Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solvingcited by 19
- 2024A Survey on Computational Solutions for Reconstructing Complete Objects by Reassembling Their Fractured Partscited by 9
- 2025Pairwise Alignment & Compatibility for Arbitrarily Irregular Image Fragmentscited by 6
- 2025VLHSA: Vision-Language Hierarchical Semantic Alignment for Jigsaw Puzzle Solving with Eroded Gapscited by 4
- 2025PuzLM: Solving Jigsaw Puzzles with Sequence-to-Sequence Language Modelscited by 4
- 2022Learning to Assemble Geometric Shapescited by 3
- 2026The Missing GAP: From Solving Square Jigsaw Puzzles to Handling Real World Archaeological Fragmentscited by 3
- 2022Relaxation Labeling Meets GANs: Solving Jigsaw Puzzles with Missing Borderscited by 2
- 2024Nash Meets Wertheimer: Using Good Continuation in Jigsaw Puzzlescited by 2
- 2025ReassembleNet: Learnable Keypoints and Diffusion for 2D Fresco Reconstructioncited by 2
- 2025Solving Convex Partition Visual Jigsaw Puzzlescited by 1
- 2026Solving Jigsaw Puzzles in the Wild: Human-Guided Reconstruction of Cultural Heritage Fragmentscited by 1
12 most cited of 14 All 14 (JSON)
- 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
- 2026Solving Jigsaw Puzzles in the Wild: Human-Guided Reconstruction of Cultural Heritage Fragments6 Mar 2026
- 2025PuzLM: Solving Jigsaw Puzzles with Sequence-to-Sequence Language Models9 Nov 2025
- 2025Solving Convex Partition Visual Jigsaw Puzzles6 Nov 2025
- 2025VLHSA: Vision-Language Hierarchical Semantic Alignment for Jigsaw Puzzle Solving with Eroded Gaps17 Sep 2025
- 2025Pairwise Alignment & Compatibility for Arbitrarily Irregular Image Fragments13 Jul 2025
- 2025ReassembleNet: Learnable Keypoints and Diffusion for 2D Fresco Reconstruction27 May 2025
- 2024Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solving31 Oct 2024
- 2024Nash Meets Wertheimer: Using Good Continuation in Jigsaw Puzzles22 Oct 2024
- 2024A Survey on Computational Solutions for Reconstructing Complete Objects by Reassembling Their Fractured Parts18 Oct 2024
- 2022ArcAid: Analysis of Archaeological Artifacts using Drawings17 Nov 2022
12 newest of 14 All 14 (JSON)