mlsanityData to 7 Oct 2026

DrapeNet: Garment Generation and Self-Supervised Draping

arXiv 2211.11277 ↗First posted 21 Nov 2022cs.CVcited by 39

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Abstract (arXiv)

Recent approaches to drape garments quickly over arbitrary human bodies leverage self-supervision to eliminate the need for large training sets. However, they are designed to train one network per clothing item, which severely limits their generalization abilities. In our work, we rely on self-supervision to train a single network to drape multiple garments. This is achieved by predicting a 3D deformation field conditioned on the latent codes of a generative network, which models garments as unsigned distance fields. Our pipeline can generate and drape previously unseen garments of any topology, whose shape can be edited by manipulating their latent codes. Being fully differentiable, our formulation makes it possible to recover accurate 3D models of garments from partial observations -- images or 3D scans -- via gradient descent. Our code is publicly available at https://github.com/liren2515/DrapeNet .

Key facts. Cited by 39 papers in the map (data through 7 Oct 2026). Builds on 41 of its 67 references that are in the map. First posted on arXiv 21 Nov 2022.

Builds on

41 of 67 references.

References · 41

  1. 2014Adam: A Method for Stochastic Optimizationcited by 36,960
  2. 2015Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shiftcited by 6,979
  3. 2019DeepSDF: Learning Continuous Signed Distance Functions for Shape Representationcited by 2,682
  4. 2018Dynamic Graph CNN for Learning on Point Cloudscited by 2,220
  5. 2018Occupancy Networks: Learning 3D Reconstruction in Function Spacecited by 2,037
  6. 2019AMASS: Archive of Motion Capture as Surface Shapescited by 1,208
  7. 2016A Point Set Generation Network for 3D Object Reconstruction from a Single Imagecited by 972
  8. 2020Neural Unsigned Distance Fields for Implicit Function Learningcited by 265
  9. 2019Multi-Garment Net: Learning to Dress 3D People from Imagescited by 244
  10. 2017Modulating early visual processing by languagecited by 167
  11. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 154
  12. 2020TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Stylecited by 148
29 more
  1. 2020BCNet: Learning Body and Cloth Shape from A Single Imagecited by 118
  2. 2020SALD: Sign Agnostic Learning with Derivativescited by 115
  3. 2019CLOTH3D: Clothed 3D Humanscited by 114
  4. 2020MeshSDF: Differentiable Iso-Surface Extractioncited by 112
  5. 2019Learning-Based Animation of Clothing for Virtual Try-Oncited by 89
  6. 2020SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothingcited by 87
  7. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  8. 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
  9. 2019Controlling Neural Level Setscited by 76
  10. 2021MeshUDF: Fast and Differentiable Meshing of Unsigned Distance Field Networkscited by 75
  11. 2020FrankMocap: Fast Monocular 3D Hand and Body Motion Capture by Regression and Integrationcited by 72
  12. 2018GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Drapingcited by 69
  13. 2020PBNS: Physically Based Neural Simulator for Unsupervised Garment Pose Space Deformationcited by 63
  14. 2020Curriculum DeepSDFcited by 62
  15. 2018Learning a Shared Shape Space for Multimodal Garment Designcited by 52
  16. 2020Fully Convolutional Graph Neural Networks for Parametric Virtual Try-Oncited by 48
  17. 2020DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animationcited by 43
  18. 2022A Level Set Theory for Neural Implicit Evolution under Explicit Flowscited by 42
  19. 20223D Clothed Human Reconstruction in the Wildcited by 41
  20. 2021Deep Implicit Surface Point Prediction Networkscited by 40
  21. 2022Predicting Loose-Fitting Garment Deformations Using Bone-Driven Motion Networkscited by 39
  22. 2021Adversarial Parametric Pose Priorcited by 38
  23. 2020Renovating Parsing R-CNN for Accurate Multiple Human Parsingcited by 37
  24. 2021Point-Based Modeling of Human Clothingcited by 37
  25. 2021Learning Anchored Unsigned Distance Functions with Gradient Direction Alignment for Single-view Garment Reconstructioncited by 36
  26. 2020Deep Physics-aware Inference of Cloth Deformation for Monocular Human Performance Capturecited by 30
  27. 2022DIG: Draping Implicit Garment over the Human Bodycited by 26
  28. 2020GarNet++: Improving Fast and Accurate Static3D Cloth Draping by Curvature Losscited by 24
  29. 2021Everybody Is Unique: Towards Unbiased Human Mesh Recoverycited by 10

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 5; 2024: 16; 2025: 9; 2026: 9.

39 papers.

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  1. 2024PhysAvatar: Learning the Physics of Dressed 3D Avatars from Visual Observationscited by 51
  2. 2024DressCode: Autoregressively Sewing and Generating Garments from Text Guidancecited by 43
  3. 2023DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulationcited by 40
  4. 2024ChatGarment: Garment Estimation, Generation and Editing via Large Language Modelscited by 22
  5. 2023FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversioncited by 21
  6. 2024GarmentDreamer: 3DGS Guided Garment Synthesis with Diverse Geometry and Texture Detailscited by 19
  7. 2024ReLoo: Reconstructing Humans Dressed in Loose Garments from Monocular Video in the Wildcited by 19
  8. 2024WordRobe: Text-Guided Generation of Textured 3D Garmentscited by 13
  9. 2024MetaCap: Meta-learning Priors from Multi-View Imagery for Sparse-view Human Performance Capture and Renderingcited by 11
  10. 2024Quaffure: Real-Time Quasi-Static Neural Hair Simulationcited by 10
  11. 2024Neural-ABC: Neural Parametric Models for Articulated Body with Clothescited by 9
  12. 2024ClotheDreamer: Text-Guided Garment Generation with 3D Gaussianscited by 9
27 more
  1. 2024SimAvatar: Simulation-Ready Avatars with Layered Hair and Clothingcited by 9
  2. 2023Surf-D: Generating High-Quality Surfaces of Arbitrary Topologies Using Diffusion Modelscited by 8
  3. 2024PICA: Physics-Integrated Clothed Avatarcited by 8
  4. 2024Design2Cloth: 3D Cloth Generation from 2D Maskscited by 5
  5. 2024GGAvatar: Reconstructing Garment-Separated 3D Gaussian Splatting Avatars from Monocular Videocited by 4
  6. 2025DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Imagecited by 4
  7. 2023SwinGar: Spectrum-Inspired Neural Dynamic Deformation for Free-Swinging Garmentscited by 3
  8. 20253DV-TON: Textured 3D-Guided Consistent Video Try-on via Diffusion Modelscited by 3
  9. 2025GarmentX: Autoregressive Parametric Representations for High-Fidelity 3D Garment Generationcited by 3
  10. 2025Neuralocks: Real-Time Dynamic Neural Hair Simulationcited by 3
  11. 2025D-Garment: Physically Grounded Latent Diffusion for Dynamic Garment Deformationscited by 2
  12. 2023Weakly-Supervised 3D Reconstruction of Clothed Humans via Normal Mapscited by 1
  13. 2024A Comparative Study of Garment Draping Techniquescited by 1
  14. 2026DAMA: Disentangled Body-Anchored Gaussians for Controllable Multi-Layered Avatarscited by 1
  15. 2024AIpparel: A Multimodal Foundation Model for Digital Garmentscited by 0
  16. 2025PhyDeformer: High-Quality Non-Rigid Garment Registration with Physics-Awarenesscited by 0
  17. 2025ReMu: Reconstructing Multi-layer 3D Clothed Human from Image Layerscited by 0
  18. 2025LUIVITON: Learned Universal Interoperable VIrtual Try-ONcited by 0
  19. 2025SAFT: Shape and Appearance of Fabrics from Template via Differentiable Physical Simulations from Monocular Videocited by 0
  20. 2026PhysDrape: Learning Explicit Forces and Collision Constraints for Physically Realistic Garment Drapingcited by 0
  21. 2026SwiftTailor: Efficient 3D Garment Generation with Geometry Image Representationcited by 0
  22. 2026Momentum-Conserving Graph Neural Networks for Deformable Objectscited by 0
  23. 2026HyperBones: Realtime Bone-driven Neural Garment Simulation with Hypernetwork Conditioningcited by 0
  24. 2026Stitched Embeddings: A Unified Latent Space for 3D Garments and 2D Patternscited by 0
  25. 2026GarmentWeaver: Schema-Aware Structured Synthesis for Multimodal Sewing Patternscited by 0
  26. 2026DiT-Garment: Garment Dynamics with Diffusion Transformerscited by 0
  27. 2026SewFusion: Tailored Generation of Topology and Panel-Level Geometry for Sewing Patternscited by 0