GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D Reconstruction
Li Zhang, Mingliang Xu, Jianan Wang, Qiaojun Yu, Lixin Yang, Yonglu Li, Cewu Lu, Rujing Wang, Liu Liu
Abstract
Figure 1. Category-level Garments Pose Tracking framework with integrated 2D Deformation And 3D Reconstruction (GaPT-DAR). Given the partial point clouds from adjacent frames and pose prediction result from the previous frame, we propose a garment pose tracking pipeline consisting of 3D-2D projection, 2D deformation learning, and 2D-3D reconstruction steps. The output is the tracked pose (complete point cloud) of garments in task space.
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 fba8f7b8-6434-4e13-9b6b-ad1948a49c4eCited by top-tier papers2
- LUVE : Latent-Cascaded Ultra-High-Resolution Video Generation with Dual Frequency ExpertsChen Zhao, Jiawei Chen, Hongyu Li, Zhuoliang Kang et al.ICML 2026 · 16 citations
- DICArt: Advancing Category-level Articulated Object Pose Estimation in Discrete State-SpacesLi Zhang, Mingyu Mei, Ailing Wang, Xianhui Meng et al.CVPR 2026 · 2 citations
Builds on17
- Fully Convolutional Geometric FeaturesChristopher B. Choy, Jaesik Park, Vladlen KoltunICCV 2019 · 807 citations
- Multi-Garment Net: Learning to Dress 3D People From ImagesBharat Lal Bhatnagar, Garvita Tiwari, Christian Theobalt, Gerard Pons-MollICCV 2019 · 447 citations
- CAPTRA: CAtegory-level Pose Tracking for Rigid and Articulated Objects from Point CloudsYijia Weng, He Wang, Qiang Zhou, Yuzhe Qin et al.ICCV 2021 · 119 citations
- GarmentNets: Category-Level Pose Estimation for Garments via Canonical Space Shape CompletionCheng Chi, Shuran SongICCV 2021 · 76 citations
- CPPF: Towards Robust Category-Level 9D Pose Estimation in the WildYang You, Ruoxi Shi, Weiming Wang, Cewu LuCVPR 2022 · 37 citations
Related papers
- GarmentTracking: Category-Level Garment Pose TrackingHan Xue, Wenqiang Xu, Jieyi Zhang, Tutian Tang et al.CVPR 2023
- ClothPose: A Real-world Benchmark for Visual Analysis of Garment Pose via An Indirect Recording SolutionWenqiang Xu, Wenxin Du, Han Xue, Yutong Li et al.ICCV 2023 · 9 citations
- KPA-Tracker: Towards Robust and Real-Time Category-Level Articulated Object 6D Pose TrackingLiu Liu, Anran Huang, Qi Wu, Dan Guo et al.AAAI 2024 · 7 citations
- Garment4D: Garment Reconstruction from Point Cloud SequencesFangzhou Hong, Liang Pan, Zhongang Cai, Ziwei LiuNeurIPS 2021 · 33 citations
- VoCAPTER: Voting-based Pose Tracking for Category-level Articulated Object via Inter-frame PriorsLi Zhang, Zean Han, Yan Zhong, Qiaojun Yu et al.ACM MM 2024 · 6 citations
