A deep convolutional neural network approach for static hand gesture recognition

V Adithya, R Rajesh - Procedia computer science, 2020 - Elsevier
… the process of feature extraction from meta data by processing it through a number of … deep
learning architecture using convolutional neural network to recognize the static hand gestures

Hand gesture recognition based on convolution neural network

G Li, H Tang, Y Sun, J Kong, G Jiang, D Jiang, B Tao… - Cluster …, 2019 - Springer
… Based on the deep learning of the convolution neural network method [31] has a local
perception area, hierarchical structure, feature extraction and classification process and so on, …

Hand-gesture recognition using two-antenna Doppler radar with deep convolutional neural networks

S Skaria, A Al-Hourani, M Lech… - IEEE Sensors …, 2019 - ieeexplore.ieee.org
… In this paper, we use a miniature radar sensor to capture Doppler signatures of … hand
gestures and train a deep convolutional neural network (DCNN) to classify these captured gestures

Vision-based hand gesture recognition using deep learning for the interpretation of sign language

S Sharma, S Singh - Expert Systems with Applications, 2021 - Elsevier
… The hand gestures are the foundation of sign language… deep learning based convolutional
neural network (CNN) model is specifically designed for the recognition of gesture-based sign

Static hand gesture recognition using convolutional neural network with data augmentation

MZ Islam, MS Hossain, R ul Islam… - … & Pattern Recognition …, 2019 - ieeexplore.ieee.org
recognition of hand gestures. It also analyzes the effect of data augmentation in deep learning
data augmentation has a huge effect in deep learning. Although the system can recognize …

Deep learning based hand gesture recognition and UAV flight controls

B Hu, J Wang - International Journal of Automation and Computing, 2020 - Springer
… software system based on deep learning neural networks. It is our … in deep learning network
based hand gesture recognition. The … of deep learning. Section 3 gives an overview of the …

Performance evaluation of convolutional neural network for hand gesture recognition using EMG

AR Asif, A Waris, SO Gilani, M Jamil, H Ashraf… - Sensors, 2020 - mdpi.com
convolutional neural network (CNN) was implemented to decode hand gestures from the
sEMG data recorded from … With advancements in deep learning, many studies have explored …

Real-time hand gesture recognition based on deep learning YOLOv3 model

A Mujahid, MJ Awan, A Yasin, MA Mohammed… - Applied Sciences, 2021 - mdpi.com
… to other deep learning models. By using YOLOv3, our hand gesture recognition system has
… Furthermore, we will design a more advanced convolution neural network with data fusion, …

Dynamic hand gesture recognition based on short-term sampling neural networks

W Zhang, J Wang, F Lan - IEEE/CAA Journal of Automatica …, 2020 - ieeexplore.ieee.org
… Vision based dynamic hand gesture recognition has become a hot research topic due to its
… a novel deep learning network for hand gesture recognition. The network integrates several …

Real-time hand gesture detection and classification using convolutional neural networks

O Köpüklü, A Gunduz, N Kose… - … & gesture recognition  …, 2019 - ieeexplore.ieee.org
… a vision based gesture recognition approach using deep convolutional neural networks (CNNs) …
singletime activations are performed for deep learning based hand gesture recognition. …