CLOTH4D: A Dataset for Clothed Human Reconstruction
Xingxing Zou, Xintong Han, Waikeung Wong
2023Year
9Top-tier citations
Abstract
2D patterns (b) varied poses (c) multi views (d) series of paired dynamic textured meshes Figure 1. An instance in CLOTH4D. Given (a) hand-crafted 2D sewing patterns, clothes are simulated with virtual fashion software to have (b) varied poses, (c) multiple views, and (d) high-quality and physically plausible series of paired dynamic 3D meshes with textures.
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Cited by top-tier papers9
- Design2Cloth: 3D Cloth Generation from 2D MasksJiali Zheng, Rolandos Alexandros Potamias, Stefanos ZafeiriouCVPR 2024 · 5 citations
- ETCH: Generalizing Body Fitting to Clothed Humans Via Equivariant TightnessBoqian Li, Haiwen Feng, Zeyu Cai, Michael J. Black et al.ICCV 2025 · 5 citations
- PhysGaia: A Physics-aware Benchmark with Multi-Body Interactions for Dynamic Novel View SynthesisMijeong Kim, Gunhee Kim, Jungyoon Choi, Wonjae Roh et al.CVPR 2026 · 2 citations
- ReWeaver: Towards Simulation-Ready and Topology-Accurate Garment ReconstructionMing Li, Hui Shan, Kai Zheng, Chentao Shen et al.CVPR 2026 · 2 citations
- DiffAvatar: Simulation-Ready Garment Optimization with Differentiable SimulationYifei Li, Hsiao-Yu Chen, Egor Larionov, Nikolaos Sarafianos et al.CVPR 2024
Builds on20
- 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
- Neural Unsigned Distance Fields for Implicit Function LearningJulian Chibane, Aymen Mir, Gerard Pons-MollNeurIPS 2020 · 415 citations
- PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback LoopHongwen Zhang, Yating Tian, Xinchi Zhou, Wanli Ouyang et al.ICCV 2021 · 376 citations
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