mlsanityData to 7 Oct 2026

MV2UV: Generating High-quality UV Texture Maps with Multiview Prompts

arXiv 2603.15436 ↗First posted 16 Mar 2026cs.CVcited by 0

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Abstract (arXiv)

Generating high-quality textures for 3D assets is a challenging task. Existing multiview texture generation methods suffer from the multiview inconsistency and missing textures on unseen parts, while UV inpainting texture methods do not generalize well due to insufficient UV data and cannot well utilize 2D image diffusion priors. In this paper, we propose a new method called MV2UV that combines 2D generative priors from multiview generation and the inpainting ability of UV refinement to get high-quality texture maps. Our key idea is to adopt a UV space generative model that simultaneously inpaints unseen parts of multiview images while resolving the inconsistency of multiview images. Experiments show that our method enables a better texture generation quality than existing methods, especially in unseen occluded and multiview-inconsistent parts.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 47 of its 53 references that are in the map. First posted on arXiv 16 Mar 2026.

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47 of 53 references.

References · 47

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35 more
  1. 2024CLAY: A Controllable Large-scale Generative Model for Creating High-quality 3D Assetscited by 444
  2. 2025Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generationcited by 342
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  5. 2025Hunyuan3D 2.1: From Images to High-Fidelity 3D Assets with Production-Ready PBR Materialcited by 157
  6. 2023Paint3D: Paint Anything 3D with Lighting-Less Texture Diffusion Modelscited by 122
  7. 2024MV-Adapter: Multi-view Consistent Image Generation Made Easycited by 111
  8. 2025Step1X-3D: Towards High-Fidelity and Controllable Generation of Textured 3D Assetscited by 85
  9. 2023Paint-it: Text-to-Texture Synthesis via Deep Convolutional Texture Map Optimization and Physically-Based Renderingcited by 84
  10. 2023DreamFace: Progressive Generation of Animatable 3D Faces under Text Guidancecited by 79
  11. 2024Meta 3D TextureGen: Fast and Consistent Texture Generation for 3D Objectscited by 52
  12. 2024TextureDreamer: Image-guided Texture Synthesis through Geometry-aware Diffusioncited by 51
  13. 2024DreamMat: High-quality PBR Material Generation with Geometry- and Light-aware Diffusion Modelscited by 50
  14. 2023Text-Guided Generation and Editing of Compositional 3D Avatarscited by 39
  15. 2024MVD-Fusion: Single-view 3D via Depth-consistent Multi-view Generationcited by 35
  16. 2024MVPaint: Synchronized Multi-View Diffusion for Painting Anything 3Dcited by 34
  17. 2024Material Anything: Generating Materials for Any 3D Object via Diffusioncited by 31
  18. 2024TexPainter: Generative Mesh Texturing with Multi-view Consistencycited by 29
  19. 2025Digital Twin Catalog: A Large-Scale Photorealistic 3D Object Digital Twin Datasetcited by 29
  20. 2025MaterialMVP: Illumination-Invariant Material Generation via Multi-view PBR Diffusioncited by 28
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  22. 2024TexGen: Text-Guided 3D Texture Generation with Multi-view Sampling and Resamplingcited by 24
  23. 2025UniTEX: Universal High Fidelity Generative Texturing for 3D Shapescited by 23
  24. 2024IDArb: Intrinsic Decomposition for Arbitrary Number of Input Views and Illuminationscited by 21
  25. 2025RomanTex: Decoupling 3D-aware Rotary Positional Embedded Multi-Attention Network for Texture Synthesiscited by 20
  26. 2024Neural LightRig: Unlocking Accurate Object Normal and Material Estimation with Multi-Light Diffusioncited by 19
  27. 2024DreamCraft: Text-Guided Generation of Functional 3D Environments in Minecraftcited by 17
  28. 2024RoomTex: Texturing Compositional Indoor Scenes via Iterative Inpaintingcited by 14
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  33. 2025Im2SurfTex: Surface Texture Generation via Neural Backprojection of Multi-View Imagescited by 3
  34. 2024DreamPBR: Text-driven Generation of High-resolution SVBRDF with Multi-modal Guidancecited by 2
  35. 2024DreamPolish: Domain Score Distillation With Progressive Geometry Generationcited by 1

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  4. 2023Repaint123: Fast and High-quality One Image to 3D Generation with Progressive Controllable 2D Repainting
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  6. 2024MCMat: Multiview-Consistent and Physically Accurate PBR Material Generation
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