mlsanityData to 7 Oct 2026

TexDreamer: Towards Zero-Shot High-Fidelity 3D Human Texture Generation

arXiv 2403.12906 ↗First posted 19 Mar 2024cs.CVcited by 14

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Abstract (arXiv)

Texturing 3D humans with semantic UV maps remains a challenge due to the difficulty of acquiring reasonably unfolded UV. Despite recent text-to-3D advancements in supervising multi-view renderings using large text-to-image (T2I) models, issues persist with generation speed, text consistency, and texture quality, resulting in data scarcity among existing datasets. We present TexDreamer, the first zero-shot multimodal high-fidelity 3D human texture generation model. Utilizing an efficient texture adaptation finetuning strategy, we adapt large T2I model to a semantic UV structure while preserving its original generalization capability. Leveraging a novel feature translator module, the trained model is capable of generating high-fidelity 3D human textures from either text or image within seconds. Furthermore, we introduce ArTicuLated humAn textureS (ATLAS), the largest high-resolution (1024 X 1024) 3D human texture dataset which contains 50k high-fidelity textures with text descriptions.

Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). Builds on 59 of its 77 references that are in the map. First posted on arXiv 19 Mar 2024.

Builds on

59 of 77 references.

References · 59

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38 more
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50 most cited of 59 All 59 (JSON)

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 5; 2025: 6; 2026: 3.

14 papers.

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  1. 2024Meta 3D TextureGen: Fast and Consistent Texture Generation for 3D Objectscited by 52
  2. 2025TrackVLA: Embodied Visual Tracking in the Wildcited by 46
  3. 2024StyleTex: Style Image-Guided Texture Generation for 3D Modelscited by 14
  4. 2024Make-A-Texture: Fast Shape-Aware Texture Generation in 3 Secondscited by 11
  5. 2024ClotheDreamer: Text-Guided Garment Generation with 3D Gaussianscited by 9
  6. 2024Meta 3D Gencited by 3
  7. 2025SMPL-GPTexture: Dual-View 3D Human Texture Estimation using Text-to-Image Generation Modelscited by 2
  8. 2025PacTure: Efficient PBR Texture Generation on Packed Views with Visual Autoregressive Modelscited by 2
  9. 2025CasTex: Cascaded Text-to-Texture Synthesis via Explicit Texture Maps and Physically-Based Shadingcited by 1
  10. 2025GOATex: Geometry & Occlusion-Aware Texturingcited by 1
  11. 2026VRGaussianAvatar: Integrating 3D Gaussian Avatars into VRcited by 1
  12. 2026UESF-Bench: Benchmarking and Probing for Unified Embodied Seeking and Followingcited by 1
2 more
  1. 2025Learning 3D Texture-Aware Representations for Parsing Diverse Human Clothing and Body Partscited by 0
  2. 2026Advances in Neural 3D Mesh Texturing: A Surveycited by 0