OmniFabric: Coherent UV Space Texture Synthesis for 3D Garment Reconstruction

arXiv:2609.30234 · cs.CV · Submitted 2026-09-24 · Read on arXiv

cs.CV

Submitted: 2026-09-24

Updated: 2026-09-24

Code: https://github.com/NVIDIA/warp

Project page: https://humansensinglab.github.io/OmniFabric

Terminology

• Fidelity — 15× in this paper · explained in 2 episodes
• Diffusion Model — 12× in this paper · explained in 8 episodes
• Alignment — 10× in this paper · explained in 1 episode
• Diffusion Models — 9× in this paper · explained in 6 episodes
• Transformer — 9× in this paper · explained in 2 episodes
• Consistency — 8× in this paper · explained in 3 episodes
• Conference on Computer Vision and Pattern Recognition — 6× in this paper
• Transactions on Graphics — 5× in this paper
• Core — 4× in this paper · explained in 2 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Generative Model — 3× in this paper · explained in 2 episodes
• Point Clouds — 3× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Vision-Language Models — 3× in this paper
• Ablation Studies — 2× in this paper · explained in 1 episode
• Accuracy — 2× in this paper · explained in 1 episode
• Adaptability — 2× in this paper · explained in 1 episode
• Distillation — 2× in this paper · explained in 2 episodes
• Foundation Model — 2× in this paper · explained in 3 episodes
• Generative Models — 2× in this paper · explained in 2 episodes
• Structural Integrity — 2× in this paper · explained in 3 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 2 episodes
• Generative Modeling — 1× in this paper · explained in 3 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Latent Diffusion Model — 1× in this paper · explained in 2 episodes
• Latent Diffusion Models — 1× in this paper · explained in 2 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes
• Thin Plate Spline — 1× in this paper
• Transformer Architecture — 1× in this paper · explained in 2 episodes

Sources

• Qwen Technical Report
• Meta 3D TextureGen: Fast and Consistent Texture Generation for 3D Objects
• An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion
• AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatars
• GarmentDiffusion: 3D Garment Sewing Pattern Generation with Multimodal Diffusion Transformers
• Ministral 3
• DreamFusion: Text-to-3D using 2D Diffusion
• OminiControl2: Efficient Conditioning for Diffusion Transformers
• GarmentCrafter: Progressive Novel View Synthesis for Single-View 3D Garment Reconstruction and Editing
• Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation

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