mlsanityData to 7 Oct 2026

PhyDeformer: High-Quality Non-Rigid Garment Registration with Physics-Awareness

arXiv 2501.10455 ↗First posted 14 Jan 2025cs.CV cs.GRcited by 0

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Abstract (arXiv)

We present PhyDeformer, a new deformation method for high-quality garment mesh registration. It operates in two phases: In the first phase, a garment grading is performed to achieve a coarse 3D alignment between the mesh template and the target mesh, accounting for proportional scaling and fit (e.g. length, size). Then, the graded mesh is refined to align with the fine-grained details of the 3D target through an optimization coupled with the Jacobian-based deformation framework. Both quantitative and qualitative evaluations on synthetic and real garments highlight the effectiveness of our method.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 16 of its 20 references that are in the map. First posted on arXiv 14 Jan 2025.

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16 of 20 references.

References · 16

  1. 2021SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networkscited by 181
  2. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 154
  3. 2020TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Stylecited by 148
  4. 2020BCNet: Learning Body and Cloth Shape from A Single Imagecited by 118
  5. 2023TextDeformer: Geometry Manipulation using Text Guidancecited by 94
  6. 2018DeepWrinkles: Accurate and Realistic Clothing Modelingcited by 90
  7. 2020SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothingcited by 87
  8. 2022SNUG: Self-Supervised Neural Dynamic Garmentscited by 83
  9. 2023DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulationcited by 40
  10. 2022DrapeNet: Garment Generation and Self-Supervised Drapingcited by 39
  11. 2021Generating Datasets of 3D Garments with Sewing Patternscited by 34
  12. 2023Towards Garment Sewing Pattern Reconstruction from a Single Imagecited by 33
4 more
  1. 2023ISP: Multi-Layered Garment Draping with Implicit Sewing Patternscited by 31
  2. 2019TightCap: 3D Human Shape Capture with Clothing Tightness Fieldcited by 25
  3. 2023Leveraging Intrinsic Properties for Non-Rigid Garment Alignmentcited by 6
  4. 2024Inverse Garment and Pattern Modeling with a Differentiable Simulatorcited by 4

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