mlsanityData to 7 Oct 2026

ClothCombo: Modeling Inter-Cloth Interaction for Draping Multi-Layered Clothes

arXiv 2304.03492 ↗First posted 7 Apr 2023cs.CV cs.GRcited by 7

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Abstract (arXiv)

We present ClothCombo, a pipeline to drape arbitrary combinations of clothes on 3D human models with varying body shapes and poses. While existing learning-based approaches for draping clothes have shown promising results, multi-layered clothing remains challenging as it is non-trivial to model inter-cloth interaction. To this end, our method utilizes a GNN-based network to efficiently model the interaction between clothes in different layers, thus enabling multi-layered clothing. Specifically, we first create feature embedding for each cloth using a topology-agnostic network. Then, the draping network deforms all clothes to fit the target body shape and pose without considering inter-cloth interaction. Lastly, the untangling network predicts the per-vertex displacements in a way that resolves interpenetration between clothes. In experiments, the proposed model demonstrates strong performance in complex multi-layered scenarios. Being agnostic to cloth topology, our method can be readily used for layered virtual try-on of real clothes in diverse poses and combinations of clothes.

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 34 of its 94 references that are in the map. First posted on arXiv 7 Apr 2023.

Builds on

34 of 94 references.

References · 34

  1. 2016PointNet: Deep Learning on Point Sets for 3D Classification and Segmentationcited by 5,223
  2. 2017PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Spacecited by 4,384
  3. 2016Gaussian Error Linear Units (GELUs)cited by 3,431
  4. 2019Expressive Body Capture: 3D Hands, Face, and Body from a Single Imagecited by 1,600
  5. 2020Learning to Simulate Complex Physics with Graph Networkscited by 867
  6. 2018PointCNN: Convolution On X-Transformed Pointscited by 764
  7. 2020Discovering Symbolic Models from Deep Learning with Inductive Biasescited by 335
  8. 2019Multi-Garment Net: Learning to Dress 3D People from Imagescited by 244
  9. 2021SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networkscited by 181
  10. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 154
  11. 2021Modulated Periodic Activations for Generalizable Local Functional Representationscited by 140
  12. 2020BCNet: Learning Body and Cloth Shape from A Single Imagecited by 118
22 more
  1. 2019CLOTH3D: Clothed 3D Humanscited by 114
  2. 2021Neural-GIF: Neural Generalized Implicit Functions for Animating People in Clothingcited by 102
  3. 2018DeepWrinkles: Accurate and Realistic Clothing Modelingcited by 90
  4. 2019Learning-Based Animation of Clothing for Virtual Try-Oncited by 89
  5. 2020SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothingcited by 87
  6. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  7. 2018GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Drapingcited by 69
  8. 2018Learning a Shared Shape Space for Multimodal Garment Designcited by 52
  9. 2019Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Videocited by 43
  10. 2020DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animationcited by 43
  11. 2022Predicting Loose-Fitting Garment Deformations Using Bone-Driven Motion Networkscited by 39
  12. 2022Neural Cloth Simulationcited by 36
  13. 2021Generating Datasets of 3D Garments with Sewing Patternscited by 34
  14. 2020MeshWalker: Deep Mesh Understanding by Random Walkscited by 32
  15. 2022DIG: Draping Implicit Garment over the Human Bodycited by 26
  16. 2020GarNet++: Improving Fast and Accurate Static3D Cloth Draping by Curvature Losscited by 24
  17. 2020Deep Detail Enhancement for Any Garmentcited by 22
  18. 2022Motion Guided Deep Dynamic 3D Garmentscited by 19
  19. 2022Spelunking the Deep: Guaranteed Queries on General Neural Implicit Surfaces via Range Analysiscited by 11
  20. 20193D Virtual Garment Modeling from RGB Imagescited by 10
  21. 2018Hierarchical Cloth Simulation using Deep Neural Networkscited by 5
  22. 2022Force-Aware Interface via Electromyography for Natural VR/AR Interactioncited by 5

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 5; 2025: 1; 2026: 1.

7 papers.

  1. 2024PhysAvatar: Learning the Physics of Dressed 3D Avatars from Visual Observationscited by 51
  2. 2024SENC: Handling Self-collision in Neural Cloth Simulationcited by 4
  3. 2024Dress-Me-Up: A Dataset & Method for Self-Supervised 3D Garment Retargetingcited by 1
  4. 2024A Comparative Study of Garment Draping Techniquescited by 1
  5. 2024Neural Garment Dynamic Super-Resolutioncited by 1
  6. 2025FNOPT: Resolution-Agnostic, Self-Supervised Cloth Simulation using Meta-Optimization with Fourier Neural Operatorscited by 0
  7. 2026Layering Virtual Try-Oncited by 0