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

L Huang, B Zhang, Z Guo, Y Xiao, Z Cao… - Virtual Reality & Intelligent …, 2021 - Elsevier
The field of vision-based human hand three-dimensional (3D) shape and pose estimation
has attracted significant attention recently owing to its key role in various applications, such …

Rethinking keypoint representations: Modeling keypoints and poses as objects for multi-person human pose estimation

W McNally, K Vats, A Wong, J McPhee - European Conference on …, 2022 - Springer
In keypoint estimation tasks such as human pose estimation, heatmap-based regression is
the dominant approach despite possessing notable drawbacks: heatmaps intrinsically suffer …

Towards accurate alignment in real-time 3d hand-mesh reconstruction

X Tang, T Wang, CW Fu - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Abstract 3D hand-mesh reconstruction from RGB images facilitates many applications,
including augmented reality (AR). However, this requires not only real-time speed and …

Visual-inertial hand motion tracking with robustness against occlusion, interference, and contact

Y Lee, W Do, H Yoon, J Heo, WH Lee, D Lee - Science Robotics, 2021 - science.org
State-of-the-art technologies for hand (and finger) motion tracking do not always provide
accurate and robust tracking. For example, severe occlusions can affect tracking with vision …

Two heads are better than one: Image-point cloud network for depth-based 3d hand pose estimation

P Ren, Y Chen, J Hao, H Sun, Q Qi, J Wang… - Proceedings of the AAAI …, 2023 - ojs.aaai.org
Depth images and point clouds are the two most commonly used data representations for
depth-based 3D hand pose estimation. Benefiting from the structuring of image data and the …

Decoupled iterative refinement framework for interacting hands reconstruction from a single rgb image

P Ren, C Wen, X Zheng, Z Xue, H Sun… - Proceedings of the …, 2023 - openaccess.thecvf.com
Reconstructing interacting hands from a single RGB image is a very challenging task. On the
one hand, severe mutual occlusion and similar local appearance between two hands …

Efficient virtual view selection for 3d hand pose estimation

J Cheng, Y Wan, D Zuo, C Ma, J Gu, P Tan… - Proceedings of the …, 2022 - ojs.aaai.org
Abstract 3D hand pose estimation from single depth is a fundamental problem in computer
vision, and has wide applications. However, the existing methods still can not achieve …

Mining multi-view information: a strong self-supervised framework for depth-based 3D hand pose and mesh estimation

P Ren, H Sun, J Hao, J Wang… - Proceedings of the …, 2022 - openaccess.thecvf.com
In this work, we study the cross-view information fusion problem in the task of self-
supervised 3D hand pose estimation from the depth image. Previous methods usually adopt …

Measuring generalisation to unseen viewpoints, articulations, shapes and objects for 3D hand pose estimation under hand-object interaction

A Armagan, G Garcia-Hernando, S Baek… - Computer Vision–ECCV …, 2020 - Springer
We study how well different types of approaches generalise in the task of 3D hand pose
estimation under single hand scenarios and hand-object interaction. We show that the …

Domain adaptive hand keypoint and pixel localization in the wild

T Ohkawa, YJ Li, Q Fu, R Furuta, KM Kitani… - European Conference on …, 2022 - Springer
We aim to improve the performance of regressing hand keypoints and segmenting pixel-
level hand masks under new imaging conditions (eg., outdoors) when we only have labeled …