mlsanityData to 14 Oct 2026

GarmentCodeData: A Dataset of 3D Made-to-Measure Garments With Sewing Patterns

arXiv 2405.17609 ↗First posted 27 May 2024cs.CV cs.GRcited by 28

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Abstract (arXiv)

Recent research interest in the learning-based processing of garments, from virtual fitting to generation and reconstruction, stumbles on a scarcity of high-quality public data in the domain. We contribute to resolving this need by presenting the first large-scale synthetic dataset of 3D made-to-measure garments with sewing patterns, as well as its generation pipeline. GarmentCodeData contains 115,000 data points that cover a variety of designs in many common garment categories: tops, shirts, dresses, jumpsuits, skirts, pants, etc., fitted to a variety of body shapes sampled from a custom statistical body model based on CAESAR, as well as a standard reference body shape, applying three different textile materials. To enable the creation of datasets of such complexity, we introduce a set of algorithms for automatically taking tailor's measures on sampled body shapes, sampling strategies for sewing pattern design, and propose an automatic, open-source 3D garment draping pipeline based on a fast XPBD simulator, while contributing several solutions for collision resolution and drape correctness to enable scalability. Project Page: https://igl.ethz.ch/projects/GarmentCodeData/

Key facts. Cited by 28 papers in the map (data through 14 Oct 2026). Builds on 17 of its 42 references that are in the map. First posted on arXiv 27 May 2024.

Builds on

17 of 42 references.

References · 17

  1. 2019Multi-Garment Net: Learning to Dress 3D People from Imagescited by 245
  2. 2023BEDLAM: A Synthetic Dataset of Bodies Exhibiting Detailed Lifelike Animated Motioncited by 236
  3. 2020BCNet: Learning Body and Cloth Shape from A Single Imagecited by 120
  4. 2019CLOTH3D: Clothed 3D Humanscited by 116
  5. 2020Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Imagescited by 103
  6. 2017Detailed, accurate, human shape estimation from clothed 3D scan sequencescited by 89
  7. 2020SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothingcited by 87
  8. 20193DPeople: Modeling the Geometry of Dressed Humanscited by 58
  9. 2023Learning Locally Editable Virtual Humanscited by 54
  10. 2018Learning a Shared Shape Space for Multimodal Garment Designcited by 52
  11. 2020Fully Convolutional Graph Neural Networks for Parametric Virtual Try-Oncited by 48
  12. 2021Generating Datasets of 3D Garments with Sewing Patternscited by 34
5 more
  1. 2023Towards Garment Sewing Pattern Reconstruction from a Single Imagecited by 34
  2. 2023GarmentCode: Programming Parametric Sewing Patternscited by 27
  3. 2023ClothesNet: An Information-Rich 3D Garment Model Repository with Simulated Clothes Environmentcited by 23
  4. 2024CloSe: A 3D Clothing Segmentation Dataset and Modelcited by 22
  5. 2022Human Body Measurement Estimation with Adversarial Augmentationcited by 3

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 4; 2025: 6; 2026: 18.

28 papers.

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  1. 2024ChatGarment: Garment Estimation, Generation and Editing via Large Language Modelscited by 23
  2. 2024Design2GarmentCode: Turning Design Concepts to Tangible Garments Through Program Synthesiscited by 18
  3. 2024Multimodal Latent Diffusion Model for Complex Sewing Pattern Generationcited by 12
  4. 2025ETCH: Generalizing Body Fitting to Clothed Humans via Equivariant Tightnesscited by 9
  5. 2026MeshTailor: Cutting Seams via Generative Mesh Traversalcited by 4
  6. 2025GarmentX: Autoregressive Parametric Representations for High-Fidelity 3D Garment Generationcited by 3
  7. 2026Image2Garment: Simulation-ready Garment Generation from a Single Imagecited by 3
  8. 2025D-Garment: Physically Grounded Latent Diffusion for Dynamic Garment Deformationscited by 2
  9. 2026NGL: Natural Garment Language for Training-Free Sewing Pattern Estimationcited by 2
  10. 2026Garment Particles: A 2D--3D Symmetric Garment Representation for Generation and Editingcited by 2
  11. 2026ReWeaver: Towards Simulation-Ready and Topology-Accurate Garment Reconstructioncited by 1
  12. 2026Learning Sewing Patterns via Latent Flow Matching of Implicit Fieldscited by 1
16 more
  1. 2026InverseDraping: Recovering Sewing Patterns from 3D Garment Surfaces via BoxMesh Bridgingcited by 1
  2. 2024AIpparel: A Multimodal Foundation Model for Digital Garmentscited by 0
  3. 2025Towards Vision-Language-Garment Models for Web Knowledge Garment Understanding and Generationcited by 0
  4. 2025LUIVITON: Learned Universal Interoperable VIrtual Try-ONcited by 0
  5. 2025Fine-Grained Customized Fashion Design with Image-into-Prompt benchmark and dataset from LMMcited by 0
  6. 2026Textile IR: A Bidirectional Intermediate Representation for Physics-Aware Fashion CADcited by 0
  7. 2026AutoSew: A Geometric Approach to Stitching Prediction with Graph Neural Networkscited by 0
  8. 2026Spatio-Temporal Garment Reconstruction Using Diffusion Mapping via Pattern Coordinatescited by 0
  9. 2026GarmentPainter: Efficient 3D Garment Texture Synthesis with Character-Guided Diffusion Modelcited by 0
  10. 2026SwiftTailor: Efficient 3D Garment Generation with Geometry Image Representationcited by 0
  11. 2026FitVTON: Fit-aware Virtual Try-On via Body-Garment Size Controlcited by 0
  12. 2026Stitched Embeddings: A Unified Latent Space for 3D Garments and 2D Patternscited by 0
  13. 2026TailorCoPilot: Enabling Agentic Pattern Making with Version-Controlled State Trackingcited by 0
  14. 2026GarmentWeaver: Schema-Aware Structured Synthesis for Multimodal Sewing Patternscited by 0
  15. 2026DiT-Garment: Garment Dynamics with Diffusion Transformerscited by 0
  16. 2026Inverse Garment Design with Visual Agentscited by 0