mlsanityData to 14 Oct 2026

ISP: Multi-Layered Garment Draping with Implicit Sewing Patterns

arXiv 2305.14100 ↗First posted 23 May 2023cs.CVcited by 32

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Abstract (arXiv)

Many approaches to draping individual garments on human body models are realistic, fast, and yield outputs that are differentiable with respect to the body shape on which they are draped. However, they are either unable to handle multi-layered clothing, which is prevalent in everyday dress, or restricted to bodies in T-pose. In this paper, we introduce a parametric garment representation model that addresses these limitations. As in models used by clothing designers, each garment consists of individual 2D panels. Their 2D shape is defined by a Signed Distance Function and 3D shape by a 2D to 3D mapping. The 2D parameterization enables easy detection of potential collisions and the 3D parameterization handles complex shapes effectively. We show that this combination is faster and yields higher quality reconstructions than purely implicit surface representations, and makes the recovery of layered garments from images possible thanks to its differentiability. Furthermore, it supports rapid editing of garment shapes and texture by modifying individual 2D panels.

Key facts. Cited by 32 papers in the map (data through 14 Oct 2026). Builds on 34 of its 56 references that are in the map. First posted on arXiv 23 May 2023.

Builds on

34 of 56 references.

References · 34

  1. 2019AMASS: Archive of Motion Capture as Surface Shapescited by 1,236
  2. 2016Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Imagecited by 695
  3. 2018AtlasNet: A Papier-Mach'e Approach to Learning 3D Surface Generationcited by 539
  4. 2020Neural Unsigned Distance Fields for Implicit Function Learningcited by 265
  5. 2019Multi-Garment Net: Learning to Dress 3D People from Imagescited by 245
  6. 2019Self-Correction for Human Parsingcited by 180
  7. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 155
  8. 2020TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Stylecited by 149
  9. 2020BCNet: Learning Body and Cloth Shape from A Single Imagecited by 120
  10. 2020MeshSDF: Differentiable Iso-Surface Extractioncited by 112
  11. 2018DeepWrinkles: Accurate and Realistic Clothing Modelingcited by 90
  12. 2020SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothingcited by 87
22 more
  1. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  2. 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
  3. 2022HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamicscited by 78
  4. 2021MeshUDF: Fast and Differentiable Meshing of Unsigned Distance Field Networkscited by 76
  5. 2020FrankMocap: Fast Monocular 3D Hand and Body Motion Capture by Regression and Integrationcited by 73
  6. 2020PBNS: Physically Based Neural Simulator for Unsupervised Garment Pose Space Deformationcited by 63
  7. 2020DeepCloth: Neural Garment Representation for Shape and Style Editingcited by 54
  8. 2018Learning a Shared Shape Space for Multimodal Garment Designcited by 52
  9. 2020Fully Convolutional Graph Neural Networks for Parametric Virtual Try-Oncited by 48
  10. 2020DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animationcited by 43
  11. 20223D Clothed Human Reconstruction in the Wildcited by 42
  12. 2021Deep Implicit Surface Point Prediction Networkscited by 40
  13. 2022Predicting Loose-Fitting Garment Deformations Using Bone-Driven Motion Networkscited by 39
  14. 2021Point-Based Modeling of Human Clothingcited by 37
  15. 2021Generating Datasets of 3D Garments with Sewing Patternscited by 34
  16. 2020Deep Physics-aware Inference of Cloth Deformation for Monocular Human Performance Capturecited by 30
  17. 2022DIG: Draping Implicit Garment over the Human Bodycited by 26
  18. 2020GarNet++: Improving Fast and Accurate Static3D Cloth Draping by Curvature Losscited by 24
  19. 2022Motion Guided Deep Dynamic 3D Garmentscited by 19
  20. 2022Structure-Preserving 3D Garment Modeling with Neural Sewing Machinescited by 18
  21. 2021DeepMesh: Differentiable Iso-Surface Extractioncited by 14
  22. 2021Everybody Is Unique: Towards Unbiased Human Mesh Recoverycited by 10

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 3; 2024: 11; 2025: 6; 2026: 12.

32 papers.

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  1. 2023TeCH: Text-guided Reconstruction of Lifelike Clothed Humanscited by 104
  2. 2024DressCode: Autoregressively Sewing and Generating Garments from Text Guidancecited by 44
  3. 2023DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulationcited by 41
  4. 2024Garment3DGen: 3D Garment Stylization and Texture Generationcited by 26
  5. 2023Garment Recovery with Shape and Deformation Priorscited by 24
  6. 2024ChatGarment: Garment Estimation, Generation and Editing via Large Language Modelscited by 23
  7. 2024ReLoo: Reconstructing Humans Dressed in Loose Garments from Monocular Video in the Wildcited by 19
  8. 2024Design2GarmentCode: Turning Design Concepts to Tangible Garments Through Program Synthesiscited by 18
  9. 2024GarVerseLOD: High-Fidelity 3D Garment Reconstruction from a Single In-the-Wild Image using a Dataset with Levels of Detailscited by 16
  10. 2025Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinatescited by 12
  11. 2024Reconstruction of Manipulated Garment with Guided Deformation Priorcited by 9
  12. 2024ClotheDreamer: Text-Guided Garment Generation with 3D Gaussianscited by 9
20 more
  1. 2024GGAvatar: Reconstructing Garment-Separated 3D Gaussian Splatting Avatars from Monocular Videocited by 4
  2. 2025GarmageNet: A Multimodal Generative Framework for Sewing Pattern Design and Generic Garment Modelingcited by 4
  3. 2024A Neural-Network-Based Approach for Loose-Fitting Clothingcited by 2
  4. 2025NGD: Neural Gradient Based Deformation for Monocular Garment Reconstructioncited by 2
  5. 2026DressWild: Feed-Forward Pose-Agnostic Garment Sewing Pattern Generation from In-the-Wild Imagescited by 2
  6. 2026NGL: Natural Garment Language for Training-Free Sewing Pattern Estimationcited by 2
  7. 2026Garment Particles: A 2D--3D Symmetric Garment Representation for Generation and Editingcited by 2
  8. 2024A Comparative Study of Garment Draping Techniquescited by 1
  9. 2026Learning Sewing Patterns via Latent Flow Matching of Implicit Fieldscited by 1
  10. 2026InverseDraping: Recovering Sewing Patterns from 3D Garment Surfaces via BoxMesh Bridgingcited by 1
  11. 2026Learning-based Seam Correspondence Reconstruction in Sewing Patternscited by 1
  12. 2025PhyDeformer: High-Quality Non-Rigid Garment Registration with Physics-Awarenesscited by 0
  13. 2025ReMu: Reconstructing Multi-layer 3D Clothed Human from Image Layerscited by 0
  14. 2025LUIVITON: Learned Universal Interoperable VIrtual Try-ONcited by 0
  15. 2026PhysDrape: Learning Explicit Forces and Collision Constraints for Physically Realistic Garment Drapingcited by 0
  16. 2026Spatio-Temporal Garment Reconstruction Using Diffusion Mapping via Pattern Coordinatescited by 0
  17. 2026UNIC: Neural Garment Deformation Field for Real-time Clothed Character Animationcited by 0
  18. 2026GarmentWeaver: Schema-Aware Structured Synthesis for Multimodal Sewing Patternscited by 0
  19. 2026SewFusion: Tailored Generation of Topology and Panel-Level Geometry for Sewing Patternscited by 0
  20. 2026Inverse Garment Design with Visual Agentscited by 0