Long Hands gesture recognition system: 2 step gesture recognition with machine learning and geometric shape analysis

Author:

Popov Pavel A.ORCID,Laganière RobertORCID

Abstract

AbstractA two stage real-time hand gesture recognition system is presented. It combines a machine learning trained detection step with a colour processing contour shape validation step. The detection step is done with either Adaboost Cascades or Support Vector Machines using HOG features. The system achieves a low false positive rate and a sufficient true positive rate necessary for robust real-time performance. It performs well compared to MobileNets a state of the art Neural Network for mobile real-time applications.

Publisher

Springer Science and Business Media LLC

Subject

Computer Networks and Communications,Hardware and Architecture,Media Technology,Software

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Gesture-Based Machine Learning for Enhanced Autonomous Driving: A Novel Dataset and System Integration Approach;Communications in Computer and Information Science;2024

2. Blsnet: a tri-branch lightweight network for gesture segmentation against cluttered backgrounds;Complex & Intelligent Systems;2023-12-12

3. Data Set Development for Gesture Recognition and Implementation using MATLAB and Xilinx Vivado;2023 International Conference on Evolutionary Algorithms and Soft Computing Techniques (EASCT);2023-10-20

4. Finger Gesture Recognition using Recurrent Neural Network and Convolution Neural Network;2023 7th International Conference On Computing, Communication, Control And Automation (ICCUBEA);2023-08-18

5. Textural feature descriptors for a static and dynamic hand gesture recognition system;Multimedia Tools and Applications;2023-06-14

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