mlsanityData to 7 Oct 2026

Wired Perspectives: Multi-View Wire Art Embraces Generative AI

arXiv 2311.15421 ↗First posted 26 Nov 2023cs.CV cs.AIcited by 16

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Abstract (arXiv)

Creating multi-view wire art (MVWA), a static 3D sculpture with diverse interpretations from different viewpoints, is a complex task even for skilled artists. In response, we present DreamWire, an AI system enabling everyone to craft MVWA easily. Users express their vision through text prompts or scribbles, freeing them from intricate 3D wire organisation. Our approach synergises 3D B'ezier curves, Prim's algorithm, and knowledge distillation from diffusion models or their variants (e.g., ControlNet). This blend enables the system to represent 3D wire art, ensuring spatial continuity and overcoming data scarcity. Extensive evaluation and analysis are conducted to shed insight on the inner workings of the proposed system, including the trade-off between connectivity and visual aesthetics.

Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). Builds on 29 of its 46 references that are in the map. First posted on arXiv 26 Nov 2023.

Builds on

29 of 46 references.

References · 29

  1. 2014Adam: A Method for Stochastic Optimizationcited by 36,960
  2. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  3. 2020Denoising Diffusion Probabilistic Modelscited by 20,851
  4. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  5. 2020Denoising Diffusion Implicit Modelscited by 9,655
  6. 2020Score-Based Generative Modeling through Stochastic Differential Equationscited by 8,964
  7. 2021Emerging Properties in Self-Supervised Vision Transformerscited by 6,893
  8. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
  9. 2019Generative Modeling by Estimating Gradients of the Data Distributioncited by 4,067
  10. 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,006
  11. 2022Make-A-Video: Text-to-Video Generation without Text-Video Datacited by 1,725
  12. 2022Magic3D: High-Resolution Text-to-3D Content Creationcited by 1,285
17 more
  1. 2020Accelerating 3D Deep Learning with PyTorch3Dcited by 781
  2. 2020Modular Primitives for High-Performance Differentiable Renderingcited by 439
  3. 2019Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoningcited by 420
  4. 2023Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Priorcited by 341
  5. 2021Multimodal datasets: misogyny, pornography, and malignant stereotypescited by 326
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  8. 2021CLIPDraw: Exploring Text-to-Drawing Synthesis through Language-Image Encoderscited by 186
  9. 2022VectorFusion: Text-to-SVG by Abstracting Pixel-Based Diffusion Modelscited by 112
  10. 2023DemoFusion: Democratising High-Resolution Image Generation With No cited by 105
  11. 2020Improving Image Captioning with Better Use of Captionscited by 84
  12. 2022CLIPasso: Semantically-Aware Object Sketchingcited by 57
  13. 2023HeadSculpt: Crafting 3D Head Avatars with Textcited by 48
  14. 2020B'ezierSketch: A generative model for scalable vector sketchescited by 43
  15. 2022StyleCLIPDraw: Coupling Content and Style in Text-to-Drawing Translationcited by 28
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  17. 2023Constructing Printable Surfaces with View-Dependent Appearancecited by 6

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 6; 2025: 7; 2026: 3.

16 papers.

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  1. 2024Diffusion-Based Visual Art Creation: A Survey and New Perspectivescited by 17
  2. 2024PartCraft: Crafting Creative Objects by Partscited by 13
  3. 2024Diff3DS: Generating View-Consistent 3D Sketch via Differentiable Curve Renderingcited by 9
  4. 2024FlipSketch: Flipping Static Drawings to Text-Guided Sketch Animationscited by 8
  5. 2024Illusion3D: 3D Multiview Illusion with 2D Diffusion Priorscited by 5
  6. 2025ViewCraft3D: High-Fidelity and View-Consistent 3D Vector Graphics Synthesiscited by 5
  7. 2025WIR3D: Visually-Informed and Geometry-Aware 3D Shape Abstractioncited by 3
  8. 2025Hand-Shadow Posercited by 3
  9. 2025Neural Image Abstraction Using Long Smoothing B-Splinescited by 3
  10. 2024Neural Shadow Artcited by 2
  11. 2025Recovering Dynamic 3D Sketches from Videoscited by 2
  12. 2025Shape from Semantics: 3D Shape Generation from Multi-View Semanticscited by 1
4 more
  1. 2025ShadowDraw: From Any Object to Shadow-Drawing Compositional Artcited by 1
  2. 2026Optimizing 4D Wires for Sparse 3D Abstractioncited by 0
  3. 2026JanusMesh: Fast and Zero-Shot 3D Visual Illusion Generation via Cross-Space Denoisingcited by 0
  4. 2026Mirror Illusion Artcited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2026Reconstruction of a 3D wireframe from a single line drawing via generative depth estimation
  2. 2025CLR-Wire: Towards Continuous Latent Representations for 3D Curve Wireframe Generation
  3. 2024CLAY: A Controllable Large-scale Generative Model for Creating High-quality 3D Assets
  4. 2026BoxSplitGen: A Generative Model for 3D Part Bounding Boxes in Varying Granularity
  5. 2025Real-Time Intuitive AI Drawing System for Collaboration: Enhancing Human Creativity through Formal and Contextual Intent Integration
  6. 2023Breathing New Life into 3D Assets with Generative Repainting
  7. 2025Art3D: Training-Free 3D Generation from Flat-Colored Illustration
  8. 2024Sculpt3D: Multi-View Consistent Text-to-3D Generation with Sparse 3D Prior