A Gesture Recognition Method Based on Spiking Neural Networks for Cognition Development

2018 ◽  
pp. 582-593 ◽  
Author(s):  
Dong Niu ◽  
Dengju Li ◽  
Rui Yan ◽  
Huajin Tang
Keyword(s):  
Neural Networks ◽  
Gesture Recognition ◽  
Spiking Neural Networks ◽  
Recognition Method

Improving the Accuracy of Spiking Neural Networks for Radar Gesture Recognition Through Preprocessing

2021 ◽  
pp. 1-13
Author(s):  
Ali Safa ◽  
Federico Corradi ◽  
Lars Keuninckx ◽  
Ilja Ocket ◽  
Andre Bourdoux ◽  
...  
Keyword(s):  
Neural Networks ◽  
Gesture Recognition ◽  
Spiking Neural Networks

On the Use of Spiking Neural Networks for Ultralow-Power Radar Gesture Recognition

2021 ◽  
pp. 1-4
Author(s):  
Ali Safa ◽  
Andre Bourdoux ◽  
Ilja Ocket ◽  
Francky Catthoor ◽  
Georges G. E. Gielen
Keyword(s):  
Neural Networks ◽  
Gesture Recognition ◽  
Spiking Neural Networks ◽  
Ultralow Power

scholarly journals Static Hand Gesture Recognition Based on Convolutional Neural Networks

2019 ◽  
Vol 2019 ◽  
pp. 1-12 ◽  
Author(s):  
Raimundo F. Pinto ◽  
Carlos D. B. Borges ◽  
Antônio M. A. Almeida ◽  
Iális C. Paula
Keyword(s):  
Neural Networks ◽  
Feature Extraction ◽  
Convolutional Neural Networks ◽  
Gesture Recognition ◽  
Hand Gesture Recognition ◽  
Hand Gesture ◽  
Polygonal Approximation ◽  
Morphological Filters ◽  
Recognition Method

This paper proposes a gesture recognition method using convolutional neural networks. The procedure involves the application of morphological filters, contour generation, polygonal approximation, and segmentation during preprocessing, in which they contribute to a better feature extraction. Training and testing are performed with different convolutional neural networks, compared with architectures known in the literature and with other known methodologies. All calculated metrics and convergence graphs obtained during training are analyzed and discussed to validate the robustness of the proposed method.

A Developmental Method for Evolving Large-Scale Spiking Neural Networks

2012 ◽  
Vol 35 (12) ◽  
pp. 2633 ◽  
Author(s):  
Xiang-Hong LIN ◽  
Tian-Wen ZHANG ◽  
Gui-Cang ZHANG
Keyword(s):  
Neural Networks ◽  
Large Scale ◽  
Spiking Neural Networks

Feature Fusion Based Hand Gesture Recognition Method for Automotive Interfaces

2020 ◽  
Vol 29 (6) ◽  
pp. 1153-1164
Author(s):  
Qianyi Xu ◽  
Guihe Qin ◽  
Minghui Sun ◽  
Jie Yan ◽  
Huiming Jiang ◽  
...  
Keyword(s):  
Gesture Recognition ◽  
Feature Fusion ◽  
Hand Gesture Recognition ◽  
Hand Gesture ◽  
Recognition Method

scholarly journals Spiking Neural Networks and online learning: An overview and perspectives

2020 ◽  
Vol 121 ◽  
pp. 88-100 ◽  
Author(s):  
Jesus L. Lobo ◽  
Javier Del Ser ◽  
Albert Bifet ◽  
Nikola Kasabov
Keyword(s):  
Neural Networks ◽  
Online Learning ◽  
Spiking Neural Networks
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