scholarly journals Hand Pose Learning: Combining Deep Learning and Hierarchical Refinement for 3D Hand Pose Estimation

2017 ◽  
Author(s):  
Min-Yu Wu ◽  
Pai-Wen Ting ◽  
Li-Chen Fu
Keyword(s):  
Deep Learning ◽  
Pose Estimation ◽  
Hand Pose Estimation ◽  
Hand Pose

Hand Pose Estimation Based on Deep Learning

2021 ◽  
pp. 835-843
Author(s):  
Marwane Bellahcen ◽  
El Arbi Abdellaoui Alaoui ◽  
Stéphane Cédric Koumétio Tékouabou
Keyword(s):  
Deep Learning ◽  
Pose Estimation ◽  
Hand Pose Estimation ◽  
Hand Pose

scholarly journals A Comprehensive Study on Deep Learning-Based 3D Hand Pose Estimation Methods

2020 ◽  
Vol 10 (19) ◽  
pp. 6850
Author(s):  
Theocharis Chatzis ◽  
Andreas Stergioulas ◽  
Dimitrios Konstantinidis ◽  
Kosmas Dimitropoulos ◽  
Petros Daras
Keyword(s):  
Deep Learning ◽  
Pose Estimation ◽  
Estimation Methods ◽  
Depth Cameras ◽  
Hand Pose Estimation ◽  
Technological Advances ◽  
Multimodal Information ◽  
Cost Efficient ◽  
Hand Pose ◽  
Comprehensive Study

The field of 3D hand pose estimation has been gaining a lot of attention recently, due to its significance in several applications that require human-computer interaction (HCI). The utilization of technological advances, such as cost-efficient depth cameras coupled with the explosive progress of Deep Neural Networks (DNNs), has led to a significant boost in the development of robust markerless 3D hand pose estimation methods. Nonetheless, finger occlusions and rapid motions still pose significant challenges to the accuracy of such methods. In this survey, we provide a comprehensive study of the most representative deep learning-based methods in literature and propose a new taxonomy heavily based on the input data modality, being RGB, depth, or multimodal information. Finally, we demonstrate results on the most popular RGB and depth-based datasets and discuss potential research directions in this rapidly growing field.

3D hand pose estimation using RGBD images and hybrid deep learning networks

2021 ◽  
Author(s):  
Mohammad Mofarreh-Bonab ◽  
Hadi Seyedarabi ◽  
Behzad Mozaffari Tazehkand ◽  
Shohreh Kasaei
Keyword(s):  
Deep Learning ◽  
Pose Estimation ◽  
Learning Networks ◽  
Hand Pose Estimation ◽  
Hand Pose

scholarly journals Hand Pose Estimation in the Task of Egocentric Actions

IEEE Access ◽  
2021 ◽  
Vol 9 ◽  
pp. 10533-10547
Author(s):  
Marek Hruz ◽  
Jakub Kanis ◽  
Zdenek Krnoul
Keyword(s):  
Pose Estimation ◽  
Hand Pose Estimation ◽  
Hand Pose
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