Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solving

T Tsesmelis, L Palmieri… - Advances in …, 2025 - proceedings.neurips.cc
This paper proposes the RePAIR dataset that represents a challenging benchmark to test
modern computational and data driven methods for puzzle-solving and reassembly tasks …

FragmentDiff: A Diffusion Model for Fractured Object Assembly

QC Xu, HX Chen, J Hua, X Zhan, YL Yang… - SIGGRAPH Asia 2024 …, 2024 - dl.acm.org
Fractured object reassembly is a challenging problem in computer vision and graphics with
applications in industrial manufacturing and archaeology. Traditional methods based on …

Puzzlefusion++: Auto-agglomerative 3d fracture assembly by denoise and verify

Z Wang, J Chen, Y Furukawa - arxiv preprint arxiv:2406.00259, 2024 - arxiv.org
This paper proposes a novel" auto-agglomerative" 3D fracture assembly method,
PuzzleFusion++, resembling how humans solve challenging spatial puzzles. Starting from …

Jigsaw++: Imagining Complete Shape Priors for Object Reassembly

J Lu, G Hua, Q Huang - arxiv preprint arxiv:2410.11816, 2024 - arxiv.org
The automatic assembly problem has attracted increasing interest due to its complex
challenges that involve 3D representation. This paper introduces Jigsaw++, a novel …

Manual2Skill: Learning to Read Manuals and Acquire Robotic Skills for Furniture Assembly Using Vision-Language Models

C Tie, S Sun, J Zhu, Y Liu, J Guo, Y Hu, H Chen… - arxiv preprint arxiv …, 2025 - arxiv.org
Humans possess an extraordinary ability to understand and execute complex manipulation
tasks by interpreting abstract instruction manuals. For robots, however, this capability …

Nash Meets Wertheimer: Using Good Continuation in Jigsaw Puzzles

M Khoroshiltseva, L Palmieri, S Aslan… - Proceedings of the …, 2024 - openaccess.thecvf.com
Jigsaw puzzle solving is a challenging task for computer vision since it requires high-level
spatial and semantic reasoning. To solve the problem, existing approaches invariably use …

Geometric Point Attention Transformer for 3D Shape Reassembly

J Li, C Cheng, J Ma, G Liu - arxiv preprint arxiv:2411.17788, 2024 - arxiv.org
Shape assembly, which aims to reassemble separate parts into a complete object, has
gained significant interest in recent years. Existing methods primarily rely on networks to …

A Survey on Computational Solutions for Reconstructing Complete Objects by Reassembling Their Fractured Parts

J Lu, Y Liang, H Han, J Hua, J Jiang, X Li… - arxiv preprint arxiv …, 2024 - arxiv.org
Reconstructing a complete object from its parts is a fundamental problem in many scientific
domains. The purpose of this article is to provide a systematic survey on this topic. The …

ET-SEED: Efficient Trajectory-Level SE (3) Equivariant Diffusion Policy

C Tie, Y Chen, R Wu, B Dong, Z Li, C Gao… - arxiv preprint arxiv …, 2024 - arxiv.org
Imitation learning, eg, diffusion policy, has been proven effective in various robotic
manipulation tasks. However, extensive demonstrations are required for policy robustness …

Cell Function Graphics: TOGGLE delineates fate and function within individual cell types via single-cell transcriptomics

J Chen, Z Chen, T Sun, E Jiang, K Liu, Y Nong, T Yuan… - bioRxiv, 2025 - biorxiv.org
Functional RNA plays a crucial role in regulating cellular processes throughout the life cycle
of a cell. Identifying functional changes at each stage, from inception to development to …