mlsanityData to 7 Oct 2026

Planar Symmetric Pattern Generation

arXiv 2606.02073 ↗First posted 1 Jun 2026cs.LGcited by 0

Not on the map. Why?

Abstract (arXiv)

Generating objects with specific symmetries is essential in various real-world scenarios. However, adapting existing 2D continuous representations to enforce planar group symmetry remains a challenge, as the transformation of non-reflective group elements may disrupt continuity. To overcome this limitation, we propose a symmetrization framework for arbitrary planar groups. Our method transforms any 2D continuous representation into a symmetric one while preserving continuity. We provide the mathematical formulation of this representation, demonstrate its approximation capability for symmetric functions, and detail the construction methodology. We validate our approach through three visual design tasks (pattern design, paper-cutting design and stylized topology design) and one material design task. Experiments confirm that our representation enables effective symmetry control and demonstrate its broader applicability.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 26 of its 65 references that are in the map. First posted on arXiv 1 Jun 2026.

Builds on

26 of 65 references.

References · 26

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  2. 2020Denoising Diffusion Probabilistic Modelscited by 20,851
  3. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  4. 2021LoRA: Low-Rank Adaptation of Large Language Modelscited by 14,084
  5. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
  6. 2022Flow Matching for Generative Modelingcited by 5,426
  7. 2023SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesiscited by 4,290
  8. 2022LAION-5B: An open large-scale dataset for training next generation image-text modelscited by 4,131
  9. 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,698
  10. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,006
  11. 2022Diffusion Posterior Sampling for General Noisy Inverse Problemscited by 1,375
  12. 2022DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Modelscited by 924
14 more
  1. 2024Adjoint Matching: Fine-tuning Flow and Diffusion Generative Models with Memoryless Stochastic Optimal Controlcited by 222
  2. 2022VLP: A Survey on Vision-Language Pre-trainingcited by 159
  3. 2023Crystal Structure Prediction by Joint Equivariant Diffusioncited by 142
  4. 2024TFG: Unified Training-Free Guidance for Diffusion Modelscited by 103
  5. 2024Space Group Constrained Crystal Generationcited by 71
  6. 2017Learning Texture Manifolds with the Periodic Spatial GANcited by 53
  7. 2025SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Modelscited by 48
  8. 2025Taming Text-to-Sounding Video Generation via Advanced Modality Condition and Interactioncited by 9
  9. 2025Siamese Foundation Models for Crystal Structure Predictioncited by 8
  10. 2026DMFlow: Disordered Materials Generation by Flow Matchingcited by 5
  11. 2024MicroDreamer: Efficient 3D Generation in ~20 Seconds by Score-based Iterative Reconstructioncited by 4
  12. 2026Optimization and Generation in Aerodynamics Inverse Designcited by 4
  13. 2023Topology Optimization with Text-Guided Stylizationcited by 3
  14. 2025HarmonyCut: Supporting Creative Chinese Paper-cutting Design with Form and Connotation Harmonycited by 1

Built on by

Not cited yet.