Generative ai meets 3d: A survey on text-to-3d in aigc era

C Li, C Zhang, J Cho, A Waghwase, LH Lee… - arxiv preprint arxiv …, 2023 - arxiv.org
Generative AI has made significant progress in recent years, with text-guided content
generation being the most practical as it facilitates interaction between human instructions …

Ragdiffusion: Faithful cloth generation via external knowledge assimilation

X Tan, Y Li, W Shang, Y Wu, J Wang, X Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Standard clothing asset generation involves creating forward-facing flat-lay garment images
displayed on a clear background by extracting clothing information from diverse real-world …

ChatGarment: Garment Estimation, Generation and Editing via Large Language Models

S Bian, C Xu, Y **u, A Grigorev, Z Liu, C Lu… - arxiv preprint arxiv …, 2024 - arxiv.org
We introduce ChatGarment, a novel approach that leverages large vision-language models
(VLMs) to automate the estimation, generation, and editing of 3D garments from images or …

ClotheDreamer: Text-Guided Garment Generation with 3D Gaussians

Y Liu, J Tang, C Zheng, S Zhang, J Hao, J Zhu… - arxiv preprint arxiv …, 2024 - arxiv.org
High-fidelity 3D garment synthesis from text is desirable yet challenging for digital avatar
creation. Recent diffusion-based approaches via Score Distillation Sampling (SDS) have …

Inverse Garment and Pattern Modeling with a Differentiable Simulator

B Yu, F Cordier, H Seo - Computer Graphics Forum, 2024 - Wiley Online Library
The capability to generate simulation‐ready garment models from 3D shapes of clothed
people will significantly enhance the interpretability of captured geometry of real garments …

Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable Physics

X Li, C Yu, W Du, Y Jiang, T **e, Y Chen… - arxiv preprint arxiv …, 2025 - arxiv.org
Recent advances in large models have significantly advanced image-to-3D reconstruction.
However, the generated models are often fused into a single piece, limiting their applicability …

BAG: Body-Aligned 3D Wearable Asset Generation

Z Luo, Y Li, M Zhang, S Wang, H Yan, X Song… - arxiv preprint arxiv …, 2025 - arxiv.org
While recent advancements have shown remarkable progress in general 3D shape
generation models, the challenge of leveraging these approaches to automatically generate …

SimAvatar: Simulation-Ready Avatars with Layered Hair and Clothing

X Li, Y Yuan, S De Mello, G Daviet, J Leaf… - arxiv preprint arxiv …, 2024 - arxiv.org
We introduce SimAvatar, a framework designed to generate simulation-ready clothed 3D
human avatars from a text prompt. Current text-driven human avatar generation methods …

Training-Free Consistency Pipeline for Fashion Repose

P Aghilar, VW Anelli, M Trizio, T Di Noia - arxiv preprint arxiv:2501.13692, 2025 - arxiv.org
Recent advancements in diffusion models have significantly broadened the possibilities for
editing images of real-world objects. However, performing non-rigid transformations, such as …

Multimodal Latent Diffusion Model for Complex Sewing Pattern Generation

S Liu, Y Cheng, Z Chen, X Ren, W Zhu, L Li… - arxiv preprint arxiv …, 2024 - arxiv.org
Generating sewing patterns in garment design is receiving increasing attention due to its CG-
friendly and flexible-editing nature. Previous sewing pattern generation methods have been …