VS: Reconstructing Clothed 3D Human from Single Image via Vertex Shift
Leyuan Liu, Yuhan Li, Yunqi Gao, Changxin Gao, Yuanyuan Liu, Jingying Chen
Abstract
Refine SMPL-X Estimation Strech Figure 1. Using two stages of vertex shift, VS first stretches the estimated SMPL-X into a coarse human model and then refines it into a detailed clothed human model. Results on both benchmarks (1st row) and in-the-wild images (2nd row) show that VS can reconstruct high-fidelity and artifact-less clothed 3D humans from single images, even under scenarios of challenging poses and loose clothes. To comprehensively inspect results from all perspectives, we rotate the results through a full circle and show them from 8 views.
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Cited by top-tier papers3
- SAT: Supervisor Regularization and Animation Augmentation for Two-process Monocular Texture 3D Human ReconstructionGangjian Zhang, Jian Shu, Nanjie Yao, Hao WangACM MM 2025
- HumanPro: Single-view 3D Clothed Human Reconstruction with Progressive Normal GuidanceJianchi Sun, Fei Luo, Wenzhuo Fan, Yu Jiang et al.AAAI 2026
- MultiGO: Towards Multi-level Geometry Learning for Monocular 3D Textured Human ReconstructionGangjian Zhang, Nanjie Yao, Shunsi Zhang, Hanfeng Zhao et al.CVPR 2025
Builds on24
- 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
- Implicit Geometric Regularization for Learning ShapesAmos Gropp, Lior Yariv, Niv Haim, Matan Atzmon et al.ICML 2020 · 1,001 citations
- DeepHuman: 3D Human Reconstruction From a Single ImageZerong Zheng, Tao Yu, Yixuan Wei, Qionghai Dai et al.ICCV 2019 · 367 citations
- ICON: Implicit Clothed humans Obtained from NormalsYuliang Xiu, Jinlong Yang, Dimitrios Tzionas, Michael J. BlackCVPR 2022 · 286 citations
- Point2Mesh: a self-prior for deformable meshesRana Hanocka, Gal Metzer, Raja Giryes, Daniel Cohen-OrSIGGRAPH 2020 · 243 citations
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