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SimulCap : Single-View Human Performance Capture with Cloth Simulation

arXiv 1903.06323 ↗First posted 15 Mar 2019cs.CVcited by 41

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Abstract (arXiv)

This paper proposes a new method for live free-viewpoint human performance capture with dynamic details (e.g., cloth wrinkles) using a single RGBD camera. Our main contributions are: (i) a multi-layer representation of garments and body, and (ii) a physics-based performance capture procedure. We first digitize the performer using multi-layer surface representation, which includes the undressed body surface and separate clothing meshes. For performance capture, we perform skeleton tracking, cloth simulation, and iterative depth fitting sequentially for the incoming frame. By incorporating cloth simulation into the performance capture pipeline, we can simulate plausible cloth dynamics and cloth-body interactions even in the occluded regions, which was not possible in previous capture methods. Moreover, by formulating depth fitting as a physical process, our system produces cloth tracking results consistent with the depth observation while still maintaining physical constraints. Results and evaluations show the effectiveness of our method. Our method also enables new types of applications such as cloth retargeting, free-viewpoint video rendering and animations.

Key facts. Cited by 41 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Mar 2019.

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Citing papers per year: 2021: 20; 2022: 7; 2023: 5; 2024: 8; 2025: 1.

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  1. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 154
  2. 2021Real-time Deep Dynamic Characterscited by 133
  3. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  4. 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
  5. 2021Modeling Clothing as a Separate Layer for an Animatable Human Avatarcited by 66
  6. 2021Neural Re-Rendering of Humans from a Single Imagecited by 59
  7. 2022A Survey of Non-Rigid 3D Registrationcited by 59
  8. 2024PhysAvatar: Learning the Physics of Dressed 3D Avatars from Visual Observationscited by 51
  9. 2021Learning Anchored Unsigned Distance Functions with Gradient Direction Alignment for Single-view Garment Reconstructioncited by 36
  10. 2021M3D-VTON: A Monocular-to-3D Virtual Try-On Networkcited by 31
  11. 2021Dynamic Neural Garmentscited by 27
  12. 2021Human Performance Capture from Monocular Video in the Wildcited by 26
29 more
  1. 2024Garment3DGen: 3D Garment Stylization and Texture Generationcited by 26
  2. 2022AvatarCap: Animatable Avatar Conditioned Monocular Human Volumetric Capturecited by 25
  3. 2023HumanLiff: Layer-wise 3D Human Generation with Diffusion Modelcited by 23
  4. 2021POSEFusion: Pose-guided Selective Fusion for Single-view Human Volumetric Capturecited by 22
  5. 2022PERGAMO: Personalized 3D Garments from Monocular Videocited by 22
  6. 2024LayGA: Layered Gaussian Avatars for Animatable Clothing Transfercited by 22
  7. 2024GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Promptingcited by 22
  8. 2021BodyPressure -- Inferring Body Pose and Contact Pressure from a Depth Imagecited by 20
  9. 2023CaPhy: Capturing Physical Properties for Animatable Human Avatarscited by 20
  10. 2024TELA: Text to Layer-wise 3D Clothed Human Generationcited by 20
  11. 2022Dressing Avatars: Deep Photorealistic Appearance for Physically Simulated Clothingcited by 19
  12. 2022Motion Guided Deep Dynamic 3D Garmentscited by 19
  13. 2024ReLoo: Reconstructing Humans Dressed in Loose Garments from Monocular Video in the Wildcited by 19
  14. 2021Detailed Avatar Recovery from Single Imagecited by 16
  15. 2021Multi-person Implicit Reconstruction from a Single Imagecited by 13
  16. 2022Implicit field supervision for robust non-rigid shape matchingcited by 13
  17. 2021Data-Driven 3D Reconstruction of Dressed Humans From Sparse Viewscited by 11
  18. 2024Neural-ABC: Neural Parametric Models for Articulated Body with Clothescited by 9
  19. 2025ODHSR: Online Dense 3D Reconstruction of Humans and Scenes from Monocular Videoscited by 8
  20. 2023Diffusion Shape Prior for Wrinkle-Accurate Cloth Registrationcited by 7
  21. 2023Leveraging Intrinsic Properties for Non-Rigid Garment Alignmentcited by 6
  22. 2021Neural 3D Clothes Retargeting from a Single Imagecited by 5
  23. 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
  24. 2021Geometry-aware Two-scale PIFu Representation for Human Reconstructioncited by 4
  25. 2021Joint 3D Human Shape Recovery and Pose Estimation from a Single Image with Bilayer Graphcited by 1
  26. 2021PhysXNet: A Customizable Approach for LearningCloth Dynamics on Dressed Peoplecited by 1
  27. 2021A Deeper Look into DeepCapcited by 1
  28. 2023Weakly-Supervised 3D Reconstruction of Clothed Humans via Normal Mapscited by 1
  29. 2024Garment Animation NeRF with Color Editingcited by 0