mlsanityData to 14 Oct 2026

Garment Recovery with Shape and Deformation Priors

arXiv 2311.10356 ↗First posted 17 Nov 2023cs.CVcited by 24

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Abstract (arXiv)

While modeling people wearing tight-fitting clothing has made great strides in recent years, loose-fitting clothing remains a challenge. We propose a method that delivers realistic garment models from real-world images, regardless of garment shape or deformation. To this end, we introduce a fitting approach that utilizes shape and deformation priors learned from synthetic data to accurately capture garment shapes and deformations, including large ones. Not only does our approach recover the garment geometry accurately, it also yields models that can be directly used by downstream applications such as animation and simulation.

Key facts. Cited by 24 papers in the map (data through 14 Oct 2026). Builds on 47 of its 62 references that are in the map. First posted on arXiv 17 Nov 2023.

Builds on

47 of 62 references.

References · 47

  1. 2023Segment Anythingcited by 8,234
  2. 2022A ConvNet for the 2020scited by 3,579
  3. 2018On the Spectral Bias of Neural Networkscited by 1,341
  4. 2017Deep Image Priorcited by 1,098
  5. 2017End-to-end Recovery of Human Shape and Posecited by 885
  6. 2019PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitizationcited by 818
  7. 2016Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Imagecited by 695
  8. 2019Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loopcited by 627
  9. 2020PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitizationcited by 521
  10. 2020HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimationcited by 307
  11. 2021ICON: Implicit Clothed humans Obtained from Normalscited by 283
  12. 2020I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Imagecited by 274
35 more
  1. 2020ARCH: Animatable Reconstruction of Clothed Humanscited by 257
  2. 2019Multi-Garment Net: Learning to Dress 3D People from Imagescited by 245
  3. 2020PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstructioncited by 231
  4. 2017Unite the People: Closing the Loop Between 3D and 2D Human Representationscited by 205
  5. 2022ECON: Explicit Clothed humans Optimized via Normal integrationcited by 199
  6. 2018Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimationcited by 185
  7. 2019DeepHuman: 3D Human Reconstruction from a Single Imagecited by 182
  8. 2019Self-Correction for Human Parsingcited by 180
  9. 2021ARCH++: Animation-Ready Clothed Human Reconstruction Revisitedcited by 174
  10. 2019Learning to Reconstruct People in Clothing from a Single RGB Cameracited by 168
  11. 2019Tex2Shape: Detailed Full Human Body Geometry From a Single Imagecited by 166
  12. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 155
  13. 2021Collaborative Regression of Expressive Bodies using Moderationcited by 137
  14. 2021Beyond Periodicity: Towards a Unifying Framework for Activations in Coordinate-MLPscited by 135
  15. 2022Photorealistic Monocular 3D Reconstruction of Humans Wearing Clothingcited by 126
  16. 2020BCNet: Learning Body and Cloth Shape from A Single Imagecited by 120
  17. 2019CLOTH3D: Clothed 3D Humanscited by 116
  18. 2020Geo-PIFu: Geometry and Pixel Aligned Implicit Functions for Single-view Human Reconstructioncited by 112
  19. 2020Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Imagescited by 103
  20. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  21. 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
  22. 2021MeshUDF: Fast and Differentiable Meshing of Unsigned Distance Field Networkscited by 76
  23. 2020Hierarchical Kinematic Human Mesh Recoverycited by 71
  24. 20223D Clothed Human Reconstruction in the Wildcited by 42
  25. 2022Registering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single Imagescited by 39
  26. 2021Point-Based Modeling of Human Clothingcited by 37
  27. 2023ISP: Multi-Layered Garment Draping with Implicit Sewing Patternscited by 32
  28. 20183D Human Body Reconstruction from a Single Image via Volumetric Regressioncited by 29
  29. 2022Neural Point-based Shape Modeling of Humans in Challenging Clothingcited by 29
  30. 2022DIG: Draping Implicit Garment over the Human Bodycited by 26
  31. 2022Computational Pattern Making from 3D Garment Modelscited by 22
  32. 2022PERGAMO: Personalized 3D Garments from Monocular Videocited by 22
  33. 2021Everybody Is Unique: Towards Unbiased Human Mesh Recoverycited by 10
  34. 2020Deep Manifold Priorcited by 9
  35. 2022xCloth: Extracting Template-free Textured 3D Clothes from a Monocular Imagecited by 6

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Cited by year (2026 to 14 Oct)

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

24 papers.

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  1. 2024Garment3DGen: 3D Garment Stylization and Texture Generationcited by 26
  2. 2024ChatGarment: Garment Estimation, Generation and Editing via Large Language Modelscited by 23
  3. 2025Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable Physicscited by 20
  4. 2024ReLoo: Reconstructing Humans Dressed in Loose Garments from Monocular Video in the Wildcited by 19
  5. 2024GarVerseLOD: High-Fidelity 3D Garment Reconstruction from a Single In-the-Wild Image using a Dataset with Levels of Detailscited by 16
  6. 2025Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinatescited by 12
  7. 2024Reconstruction of Manipulated Garment with Guided Deformation Priorcited by 9
  8. 2025GarmentCrafter: Progressive Novel View Synthesis for Single-View 3D Garment Reconstruction and Editingcited by 6
  9. 2025GarmageNet: A Multimodal Generative Framework for Sewing Pattern Design and Generic Garment Modelingcited by 4
  10. 2026Image2Garment: Simulation-ready Garment Generation from a Single Imagecited by 3
  11. 2025NGD: Neural Gradient Based Deformation for Monocular Garment Reconstructioncited by 2
  12. 2026DressWild: Feed-Forward Pose-Agnostic Garment Sewing Pattern Generation from In-the-Wild Imagescited by 2
12 more
  1. 2026Learning Sewing Patterns via Latent Flow Matching of Implicit Fieldscited by 1
  2. 2026InverseDraping: Recovering Sewing Patterns from 3D Garment Surfaces via BoxMesh Bridgingcited by 1
  3. 2026AnySurf: Any Surface Generation with Directed Edgecited by 1
  4. 2024InstantGeoAvatar: Effective Geometry and Appearance Modeling of Animatable Avatars from Monocular Videocited by 0
  5. 2025ReMu: Reconstructing Multi-layer 3D Clothed Human from Image Layerscited by 0
  6. 2026Spatio-Temporal Garment Reconstruction Using Diffusion Mapping via Pattern Coordinatescited by 0
  7. 2026SwiftTailor: Efficient 3D Garment Generation with Geometry Image Representationcited by 0
  8. 2026GarmentWeaver: Schema-Aware Structured Synthesis for Multimodal Sewing Patternscited by 0
  9. 2026Generalist Open-World Temporal Perceptioncited by 0
  10. 2026DiT-Garment: Garment Dynamics with Diffusion Transformerscited by 0
  11. 2026SewFusion: Tailored Generation of Topology and Panel-Level Geometry for Sewing Patternscited by 0
  12. 2026Inverse Garment Design with Visual Agentscited by 0