Bayesian Differentiable Physics for Cloth Digitalization
Deshan Gong, Ningtao Mao, He Wang
2024Year
Abstract
Figure 1. We introduce a Bayesian Differentiable Physics (BPD) model for digitalizing real cloths by inferring their physical properties from the standard Cusick drape data (a-1, b-1, c-1 left). The digitalized cloths exhibit various drapabilities, faithfully reflecting their diverse mechanical characteristics and materials (a-1, b-1, c-1 middle and right). Further, our model enables the generalization of the learned mechanical characteristics and materials to garments (a-2, b-2, c-2).
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 56f1dfff-4c20-4d9c-9c62-b0d643c1d61bBuilds on12
- Learning to Simulate Complex Physics with Graph NetworksAlvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying et al.ICML 2020 · 1,439 citations
- Soft Rasterizer: A Differentiable Renderer for Image-Based 3D ReasoningShichen Liu, Weikai Chen, Tianye Li, Hao LiICCV 2019 · 789 citations
- BoTorch: A Framework for Efficient Monte-Carlo Bayesian OptimizationMaximilian Balandat, Brian Karrer, Daniel R. Jiang, Samuel Daulton et al.NeurIPS 2020 · 686 citations
- Re-Examining Linear Embeddings for High-Dimensional Bayesian OptimizationBenjamin Letham, Roberto Calandra, Akshara Rai, Eytan BakshyNeurIPS 2020 · 152 citations
- GPU-based simulation of cloth wrinkles at submillimeter levelsHuamin WangSIGGRAPH 2021 · 115 citations
Related papers
- Fine-grained Differentiable Physics: A Yarn-level Model for FabricsDeshan Gong, Zhanxing Zhu, Andrew J. Bulpitt, He WangICLR 2022 · 11 citations
- CaPhy: Capturing Physical Properties for Animatable Human AvatarsZhaoqi Su, Liangxiao Hu, Siyou Lin, Hongwen Zhang et al.ICCV 2023 · 18 citations
- DrapeNet: Garment Generation and Self-Supervised DrapingLuca De Luigi, Ren Li, Benoît Guillard, Mathieu Salzmann et al.CVPR 2023
- SMPLicit: Topology-Aware Generative Model for Clothed PeopleEnric Corona, Albert Pumarola, Guillem Alenyà, Gerard Pons-Moll et al.CVPR 2021
- Estimation of yarn-level simulation models for production fabricsGeorg Sperl, Rosa María Sánchez-Banderas, Manwen Li, Chris Wojtan et al.SIGGRAPH 2022 · 42 citations
