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HandVoxNet: Deep Voxel-Based Network for 3D Hand Shape and Pose Estimation from a Single Depth Map [article]

Jameel Malik, Ibrahim Abdelaziz, Ahmed Elhayek, Soshi Shimada, Sk Aziz Ali, Vladislav Golyanik, Christian Theobalt, Didier Stricker
2020 arXiv   pre-print
3D hand shape and pose estimation from a single depth map is a new and challenging computer vision problem with many applications.  ...  Moreover, our augmentation policy for voxelized depth maps further enhances the accuracy of 3D hand pose estimation on real data.  ...  Deep Hand Pose and Shape Estimation. Malik et al. [14] proposed the first deep neural network for hand pose and shape estimation from a single depth image.  ... 
arXiv:2004.01588v1 fatcat:y5rrc6sod5dvze3jamceupkv6i

HandVoxNet++: 3D Hand Shape and Pose Estimation using Voxel-Based Neural Networks [article]

Jameel Malik and Soshi Shimada and Ahmed Elhayek and Sk Aziz Ali and Christian Theobalt and Vladislav Golyanik and Didier Stricker
2021 arXiv   pre-print
3D hand shape and pose estimation from a single depth map is a new and challenging computer vision problem with many applications.  ...  The input to our network is a 3D voxelized-depth-map-based on the truncated signed distance function (TSDF). HandVoxNet++ relies on two hand shape representations.  ...  [16] proposed the first deep neural network for hand pose and shape estimation from a single depth image.  ... 
arXiv:2107.01205v2 fatcat:lsuarjvtqfbqxlojaglsacqxem

Local and Global Point Cloud Reconstruction for 3D Hand Pose Estimation [article]

Ziwei Yu, Linlin Yang, Shicheng Chen, Angela Yao
2021 arXiv   pre-print
This paper addresses the 3D point cloud reconstruction and 3D pose estimation of the human hand from a single RGB image.  ...  To that end, we present a novel pipeline for local and global point cloud reconstruction using a 3D hand template while learning a latent representation for pose estimation.  ...  Handvoxnet: Deep voxel- based network for 3d hand shape and pose estimation from a single depth map.  ... 
arXiv:2112.06389v1 fatcat:n6zujacknrfqllnld4vaulia5m

Survey on depth and RGB image-based 3D hand shape and pose estimation

Lin Huang, Boshen Zhang, Zhilin Guo, Yang Xiao, Zhiguo Cao, Junsong Yuan
2021 Virtual Reality & Intelligent Hardware  
hand shape and pose estimation.  ...  In this study, we present a comprehensive survey of state-of-the-art 3D hand shape and pose estimation approaches using RGB-D cameras.  ...  networks for 3D hand pose estimation.  ... 
doi:10.1016/j.vrih.2021.05.002 fatcat:4tbhftt3ira6fporaqlscqhsse

Table of Contents

2020 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)  
., CAS, Beijing, China; Peng Cheng Laboratory, Shenzhen, China) HandVoxNet: Deep Voxel-Based Network for 3D Hand Shape and Pose Estimation From a Single Depth Map 7111 Jameel Malik (TU Kaiserslautern  ...  ) Oral 1-3A: 3D From a Single Image and Shape-From-X (2); 3D From Multiview and Sensors ( (Université Clermont Auvergne, CNRS, SIGMA Clermont, Institut Pascal, France) , Céline Teulière (Université  ... 
doi:10.1109/cvpr42600.2020.00004 fatcat:c7els2kee5cq7lh6cemeqhdcoa