mlsanityData to 7 Oct 2026

HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics

arXiv 2212.07242 ↗First posted 14 Dec 2022cs.CVcited by 77

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Abstract (arXiv)

We propose a method that leverages graph neural networks, multi-level message passing, and unsupervised training to enable real-time prediction of realistic clothing dynamics. Whereas existing methods based on linear blend skinning must be trained for specific garments, our method is agnostic to body shape and applies to tight-fitting garments as well as loose, free-flowing clothing. Our method furthermore handles changes in topology (e.g., garments with buttons or zippers) and material properties at inference time. As one key contribution, we propose a hierarchical message-passing scheme that efficiently propagates stiff stretching modes while preserving local detail. We empirically show that our method outperforms strong baselines quantitatively and that its results are perceived as more realistic than state-of-the-art methods.

Key facts. Cited by 77 papers in the map (data through 7 Oct 2026). Builds on 25 of its 54 references that are in the map. First posted on arXiv 14 Dec 2022.

Builds on

25 of 54 references.

References · 25

  1. 2019AMASS: Archive of Motion Capture as Surface Shapescited by 1,208
  2. 2020Learning to Simulate Complex Physics with Graph Networkscited by 867
  3. 2020Learning Mesh-Based Simulation with Graph Networkscited by 840
  4. 2019Graph U-Netscited by 489
  5. 2021SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapescited by 221
  6. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 154
  7. 2020TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Stylecited by 148
  8. 2019CLOTH3D: Clothed 3D Humanscited by 114
  9. 2022MultiScale MeshGraphNetscited by 94
  10. 2021The Power of Points for Modeling Humans in Clothingcited by 90
  11. 2019Learning-Based Animation of Clothing for Virtual Try-Oncited by 89
  12. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
13 more
  1. 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
  2. 2021DiffCloth: Differentiable Cloth Simulation with Dry Frictional Contactcited by 64
  3. 2020PBNS: Physically Based Neural Simulator for Unsupervised Garment Pose Space Deformationcited by 63
  4. 2020DeepCloth: Neural Garment Representation for Shape and Style Editingcited by 54
  5. 2022Learning Implicit Templates for Point-Based Clothed Human Modelingcited by 50
  6. 2020DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animationcited by 43
  7. 2021Simulating Continuum Mechanics with Multi-Scale Graph Neural Networkscited by 39
  8. 2022Predicting Loose-Fitting Garment Deformations Using Bone-Driven Motion Networkscited by 39
  9. 2021Point-Based Modeling of Human Clothingcited by 37
  10. 2020Codimensional Incremental Potential Contactcited by 33
  11. 2022DIG: Draping Implicit Garment over the Human Bodycited by 26
  12. 2022Motion Guided Deep Dynamic 3D Garmentscited by 19
  13. 2022Layered-Garment Net: Generating Multiple Implicit Garment Layers from a Single Imagecited by 9

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 10; 2024: 23; 2025: 24; 2026: 20.

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  1. 2023Learning Locally Editable Virtual Humanscited by 54
  2. 2024PhysAvatar: Learning the Physics of Dressed 3D Avatars from Visual Observationscited by 51
  3. 20244D-DRESS: A 4D Dataset of Real-world Human Clothing with Semantic Annotationscited by 51
  4. 2023DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulationcited by 40
  5. 2023ISP: Multi-Layered Garment Draping with Implicit Sewing Patternscited by 31
  6. 2024EgoGen: An Egocentric Synthetic Data Generatorcited by 27
  7. 2024Garment3DGen: 3D Garment Stylization and Texture Generationcited by 26
  8. 2024ContourCraft: Learning to Resolve Intersections in Neural Multi-Garment Simulationscited by 23
  9. 2023FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversioncited by 21
  10. 2025BEDLAM2.0: Synthetic Humans and Cameras in Motioncited by 21
  11. 2024ReLoo: Reconstructing Humans Dressed in Loose Garments from Monocular Video in the Wildcited by 19
  12. 2025Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable Physicscited by 19
38 more
  1. 2023Learning Flexible Body Collision Dynamics with Hierarchical Contact Mesh Transformercited by 18
  2. 2023Towards Multi-Layered 3D Garments Animationcited by 16
  3. 2024WordRobe: Text-Guided Generation of Textured 3D Garmentscited by 13
  4. 2024GS-VTON: Controllable 3D Virtual Try-on with Gaussian Splattingcited by 13
  5. 2025TaoAvatar: Real-Time Lifelike Full-Body Talking Avatars for Augmented Reality via 3D Gaussian Splattingcited by 11
  6. 2024Quaffure: Real-Time Quasi-Static Neural Hair Simulationcited by 10
  7. 2025Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanicscited by 10
  8. 2024Neural-ABC: Neural Parametric Models for Articulated Body with Clothescited by 9
  9. 2024ClotheDreamer: Text-Guided Garment Generation with 3D Gaussianscited by 9
  10. 2024SimAvatar: Simulation-Ready Avatars with Layered Hair and Clothingcited by 9
  11. 2023Physics-guided Shape-from-Template: Monocular Video Perception through Neural Surrogate Modelscited by 8
  12. 2024PICA: Physics-Integrated Clothed Avatarcited by 8
  13. 2024Neural Garment Dynamics via Manifold-Aware Transformerscited by 8
  14. 2025MoGA: 3D Generative Avatar Prior for Monocular Gaussian Avatar Reconstructioncited by 8
  15. 2025MPMAvatar: Learning 3D Gaussian Avatars with Accurate and Robust Physics-Based Dynamicscited by 8
  16. 2025HEIST: A Graph Foundation Model for Spatial Transcriptomics and Proteomics Datacited by 7
  17. 2024Neural Modes: Self-supervised Learning of Nonlinear Modal Subspacescited by 6
  18. 2023PhysGraph: Physics-Based Integration Using Graph Neural Networkscited by 5
  19. 2024Design2Cloth: 3D Cloth Generation from 2D Maskscited by 5
  20. 2023A Generative Multi-Resolution Pyramid and Normal-Conditioning 3D Cloth Drapingcited by 4
  21. 2024SENC: Handling Self-collision in Neural Cloth Simulationcited by 4
  22. 2023SwinGar: Spectrum-Inspired Neural Dynamic Deformation for Free-Swinging Garmentscited by 3
  23. 2024Object Dynamics Modeling with Hierarchical Point Cloud-based Representationscited by 3
  24. 2025DiffusedWrinkles: A Diffusion-Based Model for Data-Driven Garment Animationcited by 3
  25. 2025Neuralocks: Real-Time Dynamic Neural Hair Simulationcited by 3
  26. 2026Zero-Shot Reconstruction of Animatable 3D Avatars with Cloth Dynamics from a Single Imagecited by 3
  27. 2024A Neural-Network-Based Approach for Loose-Fitting Clothingcited by 2
  28. 2025D-Garment: Physically Grounded Latent Diffusion for Dynamic Garment Deformationscited by 2
  29. 2025Hierarchical-embedding autoencoder with a predictor (HEAP) as efficient architecture for learning long-term evolution of complex multi-scale physical systemscited by 2
  30. 2025SpringTime: Learning Simulatable Models of Cloth with Spatially-varying Constitutive Propertiescited by 2
  31. 2026Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-Oncited by 2
  32. 2024A Comparative Study of Garment Draping Techniquescited by 1
  33. 2024Neural Garment Dynamic Super-Resolutioncited by 1
  34. 2025Learning 3D Garment Animation from Trajectories of A Piece of Clothcited by 1
  35. 2025Low-Barrier Dataset Collection with Real Human Body for Interactive Per-Garment Virtual Try-Oncited by 1
  36. 2025Real-Time Per-Garment Virtual Try-On with Temporal Consistency for Loose-Fitting Garmentscited by 1
  37. 2025HairFormer: Transformer-Based Dynamic Neural Hair Simulationcited by 1
  38. 2026Pb4U-GNet: Resolution-Adaptive Garment Simulation via Propagation-before-Update Graph Networkcited by 1

50 most cited of 77 All 77 (JSON)