Learning to Dress 3D People in Generative Clothing
Qianli Ma, Jinlong Yang, Anurag Ranjan, Sergi Pujades, Gerard Pons-Moll, Siyu Tang, Michael J. Black
2020Year
121Top-tier citations
Abstract
a) (b) (c) (d) (e) (f) Figure 1: CAPE model for clothed humans. Given a SMPL body shape and pose (a), CAPE adds clothing by randomly sampling from a learned model (b, c), can generate different clothing types -shorts in (b, c) vs. long-pants in (d). The generated clothed humans can generalize to diverse body shapes (e) and body poses (f). Best viewed zoomed-in on screen.
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 e6756188-7a51-4680-bb88-d5ceb8b28e7dCited by top-tier papers121
- ICON: Implicit Clothed humans Obtained from NormalsYuliang Xiu, Jinlong Yang, Dimitrios Tzionas, Michael J. BlackCVPR 2022 · 286 citations
- Michelangelo: Conditional 3D Shape Generation based on Shape-Image-Text Aligned Latent RepresentationZibo Zhao, Wen Liu, Xin Chen, Xianfang Zeng et al.NeurIPS 2023 · 279 citations
- SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit ShapesXu Chen, Yufeng Zheng, Michael J. Black, Otmar Hilliges et al.ICCV 2021 · 267 citations
- SelfRecon: Self Reconstruction Your Digital Avatar from Monocular VideoBoyi Jiang, Yang Hong, Hujun Bao, Juyong ZhangCVPR 2022 · 142 citations
- Neural-GIF: Neural Generalized Implicit Functions for Animating People in ClothingGarvita Tiwari, Nikolaos Sarafianos, Tony Tung, Gerard Pons-MollICCV 2021 · 130 citations
Builds on9
- PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human DigitizationShunsuke Saito, Zeng Huang, Ryota Natsume, Shigeo Morishima et al.ICCV 2019 · 1,411 citations
- Learning to Reconstruct 3D Human Pose and Shape via Model-Fitting in the LoopNikos Kolotouros, Georgios Pavlakos, Michael J. Black, Kostas DaniilidisICCV 2019 · 1,139 citations
- Multi-Garment Net: Learning to Dress 3D People From ImagesBharat Lal Bhatnagar, Garvita Tiwari, Christian Theobalt, Gerard Pons-MollICCV 2019 · 447 citations
- DeepHuman: 3D Human Reconstruction From a Single ImageZerong Zheng, Tao Yu, Yixuan Wei, Qionghai Dai et al.ICCV 2019 · 367 citations
- Tex2Shape: Detailed Full Human Body Geometry From a Single ImageThiemo Alldieck, Gerard Pons-Moll, Christian Theobalt, Marcus A. MagnorICCV 2019 · 343 citations
Related papers
- SMPLicit: Topology-Aware Generative Model for Clothed PeopleEnric Corona, Albert Pumarola, Guillem Alenyà, Gerard Pons-Moll et al.CVPR 2021
- Clothe and PoseNakul Sharma, Aayush Bansal, Minh VoCVPR 2026
- SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human MeshesSoubhik Sanyal, Partha Ghosh, Jinlong Yang, Michael J. Black et al.CVPR 2024 · 2 citations
- FreeCloth: Free-form Generation Enhances Challenging Clothed Human ModelingHang Ye, Xiaoxuan Ma, Hai Ci, Wentao Zhu et al.CVPR 2025
- SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar NetworksShunsuke Saito, Jinlong Yang, Qianli Ma, Michael J. BlackCVPR 2021
