A CNN model for real time hand pose estimation

Ding Lu; Wang Yong; Laganiere Robert; Huang Dan; Fu Shan

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A CNN model for real time hand pose estimation

机译：实时手姿势估计的CNN模型

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摘要

Recently convolutional neural networks (CNNs) have been employed to address the problem of hand pose estimation. In this work, we introduce an end-to-end deep architecture that can accurately estimate hand pose through the joint use of model-based and fine-tuning methods. In the model-based stage, we make use of the prior information in hand model geometry to ensure the geometric validity of the estimated poses. Next, we introduce a fine-tuning approach that learns to refine the errors between the model and observed hand. Our approach is validated on three challenging public datasets and achieves state-of-the-art performance.

机译：最近，已经采用了卷积神经网络（CNNS）来解决手姿势估计问题。在这项工作中，我们介绍了一种端到端的深层架构，可以通过联合使用基于模型和微调方法来准确估计手姿势。在基于模型的阶段，我们使用手动模型几何的先前信息来确保估计的姿势的几何有效性。接下来，我们介绍了一种微调方法，可以学习在模型和观察到的手中改进错误。我们的方法在三个挑战性的公共数据集中验证，实现了最先进的性能。

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来源
《Journal of visual communication & image representation》 |2021年第8期|103200.1-103200.11|共11页
作者
Ding Lu; Wang Yong; Laganiere Robert; Huang Dan; Fu Shan;
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作者单位

Guangxi Univ Sch Elect Engn Guangxi Peoples R China;

Sun Yat Sen Univ Sch Aeronaut & Astronaut Shenzhen Peoples R China;

Univ Ottawa Sch Elect Engn & Comp Sci Ottawa ON Canada;

Shanghai Jiao Tong Univ Sch Aeronaut & Astronaut Shanghai Peoples R China;

Shanghai Jiao Tong Univ Sch Elect Informat & Elect Engn Shanghai Peoples R China;

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正文语种 eng
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关键词
Hand pose estimation; CNN; Model-based; Fine-tuning;

机译：手姿势估计;CNN;基于模型;微调;

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2. Toward Coordination Control of Multiple Fish-Like Robots: Real-Time Vision-Based Pose Estimation and Tracking via Deep Neural Networks [J] . Tianhao Zhang, Jiuhong Xiao, Liang Li, 自动化学报（英文版） . 2021,第012期
3. A Real-Time Multi-Stage Architecture for Pose Estimation of Zebrafish Head with Convolutional Neural Networks [J] . Zhang-Jin Huang, Xiang-Xiang He, Fang-Jun Wang, 计算机科学技术学报（英文版） . 2021,第002期
4. A Real-Time Multi-Stage Architecture for Pose Estimation of Zebrafish Head with Convolutional Neural Networks [J] . Zhang-Jin Huang, Xiang-Xiang He, Fang-Jun Wang, 计算机科学技术学报：英文版 . 2021,第002期
5. Real-Time Facial Pose Estimation and Tracking by Coarse-to-Fine Iterative Optimization [J] . Xiaolong Yang, Xiaohong Jia, Mengke Yuan, 清华大学学报（英文版） . 2020,第005期
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机译：一种用于实时手势识别的新颖手指和手姿势估计技术
7. Spatial-aware stacked regression network for real-time 3D hand pose estimation [J] . Ren Pengfei, Sun Haifeng, Huang Weiting, Neurocomputing . 2021,第MAYa21期

机译：用于实时3D手姿势估计的空间感知堆叠回归网络
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机译：SRHandNet：实时2D手姿势估计与同时区域定位
9. HBE: Hand Branch Ensemble Network for Real-Time 3D Hand Pose Estimation [C] . Yidan Zhou, Jian Lu, Kuo Du, European conference on computer vision . 2018

机译：HBE：用于实时3D手部姿势估计的手部分支集合网络
10. Head Pose Estimation on Deep CNN Models [D] . Shao, Wenxin. 2017

机译：深度CNN模型的头部姿势估计
11. Real-Time Energy Efficient Hand Pose Estimation: A Case Study [O] . Mhd Rashed Al Koutayni, Vladimir Rybalkin, Jameel Malik, 2020

机译：实时节能手姿势估计：一个案例研究
12. Real-Time Energy Efficient Hand Pose Estimation: A Case Study [O] . Mhd Rashed Al Koutayni, Vladimir Rybalkin, Jameel Malik, 2020

机译：实时节能手姿势估计：案例研究
13. Real-Time Head Pose Estimation Using a WEBCAM: Monocular Adaptive View- Based Appearance Model [R] . Morency, L. 2008

机译：使用WEBCam的实时头部姿势估计：基于单目自适应视图的外观模型

A CNN model for real time hand pose estimation

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