InterNet+: A Light Network for Hand Pose Estimation

Author:

Liu Yang,Jiang Jie,Sun JiahaoORCID,Wang XianghanORCID

Abstract

Hand pose estimation from RGB images has always been a difficult task, owing to the incompleteness of the depth information. Moon et al. improved the accuracy of hand pose estimation by using a new network, InterNet, through their unique design. Still, the network still has potential for improvement. Based on the architecture of MobileNet v3 and MoGA, we redesigned a feature extractor that introduced the latest achievements in the field of computer vision, such as the ACON activation function and the new attention mechanism module, etc. Using these modules effectively with our network, architecture can better extract global features from an RGB image of the hand, leading to a greater performance improvement compared to InterNet and other similar networks.

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Reference45 articles.

1. Super-Resolution for Monocular Depth Estimation With Multi-Scale Sub-Pixel Convolutions and a Smoothness Constraint

2. A Comprehensive Study on Deep Learning-Based 3D Hand Pose Estimation Methods

3. Hand Pose Estimation: A Survey;Doosti;arXiv,2019

4. Hand Augment: A Simple Data Augmentation Method for Depth-Based 3D Hand Pose Estimation;Zhang;arXiv,2001

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