mlsanityData to 7 Oct 2026

A Generative Multi-Resolution Pyramid and Normal-Conditioning 3D Cloth Draping

arXiv 2311.02700 ↗First posted 5 Nov 2023cs.CVcited by 4

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Abstract (arXiv)

RGB cloth generation has been deeply studied in the related literature, however, 3D garment generation remains an open problem. In this paper, we build a conditional variational autoencoder for 3D garment generation and draping. We propose a pyramid network to add garment details progressively in a canonical space, i.e. unposing and unshaping the garments w.r.t. the body. We study conditioning the network on surface normal UV maps, as an intermediate representation, which is an easier problem to optimize than 3D coordinates. Our results on two public datasets, CLOTH3D and CAPE, show that our model is robust, controllable in terms of detail generation by the use of multi-resolution pyramids, and achieves state-of-the-art results that can highly generalize to unseen garments, poses, and shapes even when training with small amounts of data.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 40 of its 47 references that are in the map. First posted on arXiv 5 Nov 2023.

Builds on

40 of 47 references.

References · 40

  1. 2022A ConvNet for the 2020scited by 3,545
  2. 2021Image Super-Resolution via Iterative Refinementcited by 1,506
  3. 2018Understanding disentangling in β-VAEcited by 332
  4. 2021ICON: Implicit Clothed humans Obtained from Normalscited by 283
  5. 2019Multi-Garment Net: Learning to Dress 3D People from Imagescited by 244
  6. 2015Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networkscited by 214
  7. 2021ARCH++: Animation-Ready Clothed Human Reconstruction Revisitedcited by 174
  8. 2019Learning to Reconstruct People in Clothing from a Single RGB Cameracited by 168
  9. 2020TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Stylecited by 148
  10. 2022Photorealistic Monocular 3D Reconstruction of Humans Wearing Clothingcited by 126
  11. 2019CLOTH3D: Clothed 3D Humanscited by 114
  12. 2021Neural-GIF: Neural Generalized Implicit Functions for Animating People in Clothingcited by 102
28 more
  1. 2020Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Imagescited by 101
  2. 2018DeepWrinkles: Accurate and Realistic Clothing Modelingcited by 90
  3. 2021The Power of Points for Modeling Humans in Clothingcited by 90
  4. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  5. 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
  6. 2022HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamicscited by 77
  7. 2021SCALE: Modeling Clothed Humans with a Surface Codec of Articulated Local Elementscited by 72
  8. 2018GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Drapingcited by 69
  9. 2020PBNS: Physically Based Neural Simulator for Unsupervised Garment Pose Space Deformationcited by 63
  10. 2021StylePeople: A Generative Model of Fullbody Human Avatarscited by 62
  11. 2020DeepCloth: Neural Garment Representation for Shape and Style Editingcited by 54
  12. 2021Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editingcited by 54
  13. 2020DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animationcited by 43
  14. 2022Registering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single Imagescited by 39
  15. 2022AUV-Net: Learning Aligned UV Maps for Texture Transfer and Synthesiscited by 39
  16. 2021StereoPIFu: Depth Aware Clothed Human Digitization via Stereo Visioncited by 38
  17. 2021Point-Based Modeling of Human Clothingcited by 37
  18. 2021Learning Anchored Unsigned Distance Functions with Gradient Direction Alignment for Single-view Garment Reconstructioncited by 36
  19. 2022Neural Cloth Simulationcited by 36
  20. 2020Fashion Meets Computer Vision: A Surveycited by 30
  21. 2022ClothFormer:Taming Video Virtual Try-on in All Modulecited by 26
  22. 2021Garment4D: Garment Reconstruction from Point Cloud Sequencescited by 23
  23. 2020Deep Detail Enhancement for Any Garmentcited by 22
  24. 2021Semi-supervised Synthesis of High-Resolution Editable Textures for 3D Humanscited by 21
  25. 2021Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systemscited by 13
  26. 2021Weakly Supervised High-Fidelity Clothing Model Generationcited by 9
  27. 2022TemporalUV: Capturing Loose Clothing with Temporally Coherent UV Coordinatescited by 5
  28. 2021PhysXNet: A Customizable Approach for LearningCloth Dynamics on Dressed Peoplecited by 1

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 1; 2025: 2; 2026: 1.

4 papers.

  1. 2025D-Garment: Physically Grounded Latent Diffusion for Dynamic Garment Deformationscited by 2
  2. 2025Human Geometry Distribution for 3D Animation Generationcited by 2
  3. 2024A Comparative Study of Garment Draping Techniquescited by 1
  4. 2026DiT-Garment: Garment Dynamics with Diffusion Transformerscited by 0