mlsanityData to 7 Oct 2026

BCNet: Learning Body and Cloth Shape from A Single Image

arXiv 2004.00214 ↗First posted 1 Apr 2020cs.CV cs.GRcited by 118

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Abstract (arXiv)

In this paper, we consider the problem to automatically reconstruct garment and body shapes from a single near-front view RGB image. To this end, we propose a layered garment representation on top of SMPL and novelly make the skinning weight of garment independent of the body mesh, which significantly improves the expression ability of our garment model. Compared with existing methods, our method can support more garment categories and recover more accurate geometry. To train our model, we construct two large scale datasets with ground truth body and garment geometries as well as paired color images. Compared with single mesh or non-parametric representation, our method can achieve more flexible control with separate meshes, makes applications like re-pose, garment transfer, and garment texture mapping possible. Code and some data is available at https://github.com/jby1993/BCNet.

Key facts. Cited by 118 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Apr 2020.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 18; 2022: 26; 2023: 26; 2024: 30; 2025: 10; 2026: 8.

118 papers.

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  1. 2021ICON: Implicit Clothed humans Obtained from Normalscited by 283
  2. 2023BEDLAM: A Synthetic Dataset of Bodies Exhibiting Detailed Lifelike Animated Motioncited by 229
  3. 2022ECON: Explicit Clothed humans Optimized via Normal integrationcited by 199
  4. 2021SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networkscited by 181
  5. 2021ARCH++: Animation-Ready Clothed Human Reconstruction Revisitedcited by 174
  6. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 154
  7. 2022SelfRecon: Self Reconstruction Your Digital Avatar from Monocular Videocited by 144
  8. 2023TeCH: Text-guided Reconstruction of Lifelike Clothed Humanscited by 104
  9. 2021Neural-GIF: Neural Generalized Implicit Functions for Animating People in Clothingcited by 102
  10. 2022CHORE: Contact, Human and Object REconstruction from a single RGB imagecited by 95
  11. 2021The Power of Points for Modeling Humans in Clothingcited by 90
  12. 2022Capturing and Animation of Body and Clothing from Monocular Videocited by 83
38 more
  1. 2023SIFU: Side-view Conditioned Implicit Function for Real-world Usable Clothed Human Reconstructioncited by 77
  2. 2021S3: Neural Shape, Skeleton, and Skinning Fields for 3D Human Modelingcited by 59
  3. 2022AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatarscited by 55
  4. 2024HumanSplat: Generalizable Single-Image Human Gaussian Splatting with Structure Priorscited by 54
  5. 20244D-DRESS: A 4D Dataset of Real-world Human Clothing with Semantic Annotationscited by 51
  6. 2022Learning Implicit Templates for Point-Based Clothed Human Modelingcited by 50
  7. 2023Learning Disentangled Avatars with Hybrid 3D Representationscited by 44
  8. 2021GarmentNets: Category-Level Pose Estimation for Garments via Canonical Space Shape Completioncited by 41
  9. 20223D Clothed Human Reconstruction in the Wildcited by 41
  10. 2022Registering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single Imagescited by 39
  11. 2022DrapeNet: Garment Generation and Self-Supervised Drapingcited by 39
  12. 2021StereoPIFu: Depth Aware Clothed Human Digitization via Stereo Visioncited by 38
  13. 2023High-Fidelity Clothed Avatar Reconstruction from a Single Imagecited by 38
  14. 2021Point-Based Modeling of Human Clothingcited by 37
  15. 2021Learning Anchored Unsigned Distance Functions with Gradient Direction Alignment for Single-view Garment Reconstructioncited by 36
  16. 2024AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstructioncited by 36
  17. 2021Generating Datasets of 3D Garments with Sewing Patternscited by 34
  18. 2023Learning Clothing and Pose Invariant 3D Shape Representation for Long-Term Person Re-Identificationcited by 34
  19. 2023Towards Garment Sewing Pattern Reconstruction from a Single Imagecited by 33
  20. 2023Disentangled Clothed Avatar Generation from Text Descriptionscited by 33
  21. 2022Mesh-based Dynamics with Occlusion Reasoning for Cloth Manipulationcited by 32
  22. 2023ISP: Multi-Layered Garment Draping with Implicit Sewing Patternscited by 31
  23. 2022Neural Point-based Shape Modeling of Humans in Challenging Clothingcited by 29
  24. 2023REC-MV: REconstructing 3D Dynamic Cloth from Monocular Videoscited by 29
  25. 2024GarmentCodeData: A Dataset of 3D Made-to-Measure Garments With Sewing Patternscited by 27
  26. 2022JIFF: Jointly-aligned Implicit Face Function for High Quality Single View Clothed Human Reconstructioncited by 26
  27. 2022ClothFormer:Taming Video Virtual Try-on in All Modulecited by 26
  28. 2022DIG: Draping Implicit Garment over the Human Bodycited by 26
  29. 2024Garment3DGen: 3D Garment Stylization and Texture Generationcited by 26
  30. 2022Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localizationcited by 25
  31. 2024Gaussian Garments: Reconstructing Simulation-Ready Clothing with Photorealistic Appearance from Multi-View Videocited by 25
  32. 2021Garment4D: Garment Reconstruction from Point Cloud Sequencescited by 23
  33. 2023Garment Recovery with Shape and Deformation Priorscited by 23
  34. 2024Template-Free Single-View 3D Human Digitalization with Diffusion-Guided LRMcited by 23
  35. 2022PERGAMO: Personalized 3D Garments from Monocular Videocited by 22
  36. 2024GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Promptingcited by 22
  37. 2024ChatGarment: Garment Estimation, Generation and Editing via Large Language Modelscited by 22
  38. 2023CloSET: Modeling Clothed Humans on Continuous Surface with Explicit Template Decompositioncited by 21

50 most cited of 118 All 118 (JSON)